[2025-12-18T20:15:03.816411] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-18T20:15:03.993847] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-18T20:15:04.172782] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-18T20:15:04.343154] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-18T20:15:04.343539] [WARN ] [STATE     ] State set to: WAITING
[2025-12-18T20:15:04.343617] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-18T20:15:04.415124] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-18T20:15:04.419774] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-18), and is a dependency of this service.
[2025-12-18T20:15:04.488138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-18T20:15:04.556770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-18T20:15:04.625783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-18T20:15:04.626056] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-18T20:15:04.626131] [INFO ] [CACHE     ] Starting cache update
[2025-12-18T20:15:04.626190] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-18T20:15:04.630636] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-18T20:15:04.630960] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-18T20:15:04.631011] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-18T20:15:04.631046] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-18T20:15:04.631092] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-18T20:15:04.711805] [DEBUG] [REMOTE    ] Fetched 3568 unique symbols from directory listing.
[2025-12-18T20:15:04.723138] [INFO ] [sig       ] Skipping 3568 symbols with existing configuration
[2025-12-18T20:15:04.723304] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-18T20:15:04.724826] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-18T20:15:04.724886] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-18T20:15:04.837591] [DEBUG] [REMOTE    ] Fetched 3568 unique symbols from directory listing.
[2025-12-18T20:15:04.841669] [INFO ] [sig       ] Found 3568 active symbols to forecast
[2025-12-18T20:15:04.844794] [INFO ] [sig       ] [1/3568] Forecasting A...
[2025-12-18T20:15:04.844860] [INFO ] [sig       ] Generating forecast for: A
[2025-12-18T20:15:04.844901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-18T20:15:04.858427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-18T20:15:04.858823] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-18T20:15:04.859830] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-18T20:15:04.859886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:04.859920] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:04.859950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:04.860009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:04.916805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:04.917660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:04.917767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:04.917803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:05.047551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:05.047722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:05.047766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:05.047812] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:05.051474] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-18T20:15:05.051808] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-18T20:15:05.051958] [INFO ] [sig       ] A: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:05.207554] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/A.txt
[2025-12-18T20:15:05.207763] [INFO ] [sig       ] [1/3568] Completed A in 0.4s | 2.76 sym/s | Total: 0.4s | ETA: 21.6m
[2025-12-18T20:15:05.207814] [INFO ] [sig       ] [2/3568] Forecasting AAL...
[2025-12-18T20:15:05.207849] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-18T20:15:05.207883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-18T20:15:05.220051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-18T20:15:05.220389] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-18T20:15:05.221422] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-18T20:15:05.221489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:05.221539] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:05.221616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:05.221705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:05.286867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:05.287850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:05.287952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:05.287987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:05.409356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:05.409513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:05.409556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:05.409604] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:05.413052] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-18T20:15:05.413354] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-18T20:15:05.413497] [INFO ] [sig       ] AAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:05.550448] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AAL.txt
[2025-12-18T20:15:05.550654] [INFO ] [sig       ] [2/3568] Completed AAL in 0.3s | 2.83 sym/s | Total: 0.7s | ETA: 21.0m
[2025-12-18T20:15:05.550707] [INFO ] [sig       ] [3/3568] Forecasting AAOI...
[2025-12-18T20:15:05.550746] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-18T20:15:05.550786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-18T20:15:05.563039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-18T20:15:05.563421] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-18T20:15:05.564430] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-18T20:15:05.564489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:05.564535] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:05.564597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:05.564682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:05.625428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:05.626289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:05.626408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:05.626454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:05.747019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:05.747173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:05.747214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:05.747244] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:05.750695] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-12-18T20:15:05.750988] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-18T20:15:05.751123] [INFO ] [sig       ] AAOI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:05.890909] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AAOI.txt
[2025-12-18T20:15:05.891079] [INFO ] [sig       ] [3/3568] Completed AAOI in 0.3s | 2.87 sym/s | Total: 1.0s | ETA: 20.7m
[2025-12-18T20:15:05.891119] [INFO ] [sig       ] [4/3568] Forecasting AAON...
[2025-12-18T20:15:05.891149] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-18T20:15:05.891185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-18T20:15:05.903470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-18T20:15:05.903858] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-18T20:15:05.904690] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-18T20:15:05.904741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:05.904773] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:05.904800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:05.904867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:05.963271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:05.963993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:05.964097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:05.964143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:06.094254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:06.094416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:06.094460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:06.094490] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:06.098424] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-18T20:15:06.098744] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-18T20:15:06.098885] [INFO ] [sig       ] AAON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:06.242250] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AAON.txt
[2025-12-18T20:15:06.242393] [INFO ] [sig       ] [4/3568] Completed AAON in 0.4s | 2.86 sym/s | Total: 1.4s | ETA: 20.8m
[2025-12-18T20:15:06.242435] [INFO ] [sig       ] [5/3568] Forecasting AAP...
[2025-12-18T20:15:06.242466] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-18T20:15:06.242497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-18T20:15:06.253760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-18T20:15:06.254076] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-18T20:15:06.254888] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-18T20:15:06.254939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:06.254970] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:06.255031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:06.255091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:06.310846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:06.311626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:06.311732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:06.311765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:06.429659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:06.429820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:06.429864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:06.429892] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:06.433269] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-12-18T20:15:06.433558] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-18T20:15:06.433714] [INFO ] [sig       ] AAP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:06.571672] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AAP.txt
[2025-12-18T20:15:06.571819] [INFO ] [sig       ] [5/3568] Completed AAP in 0.3s | 2.90 sym/s | Total: 1.7s | ETA: 20.5m
[2025-12-18T20:15:06.571860] [INFO ] [sig       ] [6/3568] Forecasting AAPB...
[2025-12-18T20:15:06.571889] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-18T20:15:06.571919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-18T20:15:06.583283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-18T20:15:06.583636] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-18T20:15:06.584419] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-18T20:15:06.584471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:06.584503] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:06.584528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:06.584609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:06.643427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:06.644383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:06.644473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:06.644506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:06.760802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:06.760957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:06.760999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:06.761029] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:06.764467] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2025-12-18T20:15:06.764777] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-18T20:15:06.764912] [INFO ] [sig       ] AAPB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:06.901381] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AAPB.txt
[2025-12-18T20:15:06.901553] [INFO ] [sig       ] [6/3568] Completed AAPB in 0.3s | 2.92 sym/s | Total: 2.1s | ETA: 20.4m
[2025-12-18T20:15:06.901614] [INFO ] [sig       ] [7/3568] Forecasting AAPD...
[2025-12-18T20:15:06.901645] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-18T20:15:06.901676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-18T20:15:06.913203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-18T20:15:06.913537] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-18T20:15:06.914347] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-18T20:15:06.914399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:06.914431] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:06.914458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:06.914515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:06.970018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:06.970784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:06.970867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:06.970899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:07.105951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:07.106122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:07.106175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:07.106206] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:07.110409] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-18T20:15:07.110796] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-18T20:15:07.110964] [INFO ] [sig       ] AAPD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:07.251446] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AAPD.txt
[2025-12-18T20:15:07.251598] [INFO ] [sig       ] [7/3568] Completed AAPD in 0.3s | 2.91 sym/s | Total: 2.4s | ETA: 20.4m
[2025-12-18T20:15:07.251642] [INFO ] [sig       ] [8/3568] Forecasting AAPL...
[2025-12-18T20:15:07.251671] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-18T20:15:07.251702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-18T20:15:07.262978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-18T20:15:07.263287] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-18T20:15:07.264084] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-18T20:15:07.264135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:07.264167] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:07.264193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:07.264250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:07.320187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:07.320940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:07.321019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:07.321052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:07.446538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:07.446732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:07.446782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:07.446815] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:07.450431] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-18T20:15:07.450745] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-18T20:15:07.450882] [INFO ] [sig       ] AAPL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:07.598964] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AAPL.txt
[2025-12-18T20:15:07.599157] [INFO ] [sig       ] [8/3568] Completed AAPL in 0.3s | 2.90 sym/s | Total: 2.8s | ETA: 20.4m
[2025-12-18T20:15:07.599203] [INFO ] [sig       ] [9/3568] Forecasting AAXJ...
[2025-12-18T20:15:07.599233] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-18T20:15:07.599265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-18T20:15:07.612056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-18T20:15:07.612457] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-18T20:15:07.613312] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-18T20:15:07.613377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:07.613424] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:07.613456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:07.613539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:07.674789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:07.675597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:07.675682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:07.675715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:07.796440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:07.796614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:07.796657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:07.796688] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:07.800068] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-18T20:15:07.800361] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-18T20:15:07.800498] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:07.937959] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AAXJ.txt
[2025-12-18T20:15:07.938100] [INFO ] [sig       ] [9/3568] Completed AAXJ in 0.3s | 2.91 sym/s | Total: 3.1s | ETA: 20.4m
[2025-12-18T20:15:07.938139] [INFO ] [sig       ] [10/3568] Forecasting AB...
[2025-12-18T20:15:07.938170] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-18T20:15:07.938201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-18T20:15:07.950137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-18T20:15:07.950471] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-18T20:15:07.951269] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-18T20:15:07.951321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:07.951403] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:07.951431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:07.951488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:08.007092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:08.007853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:08.007937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:08.007969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:08.135635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:08.135826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:08.135876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:08.135909] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:08.139969] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-18T20:15:08.140297] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-18T20:15:08.140450] [INFO ] [sig       ] AB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:08.288384] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AB.txt
[2025-12-18T20:15:08.288535] [INFO ] [sig       ] [10/3568] Completed AB in 0.4s | 2.90 sym/s | Total: 3.4s | ETA: 20.4m
[2025-12-18T20:15:08.288596] [INFO ] [sig       ] [11/3568] Forecasting ABCB...
[2025-12-18T20:15:08.288628] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-18T20:15:08.288658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-18T20:15:08.300878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-18T20:15:08.301222] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-18T20:15:08.302034] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-18T20:15:08.302087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:08.302119] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:08.302145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:08.302216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:08.357841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:08.358551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:08.358665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:08.358698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:08.476730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:08.476888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:08.476929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:08.476956] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:08.480328] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=66.67%)
[2025-12-18T20:15:08.480634] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-18T20:15:08.480768] [INFO ] [sig       ] ABCB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:08.616968] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ABCB.txt
[2025-12-18T20:15:08.617097] [INFO ] [sig       ] [11/3568] Completed ABCB in 0.3s | 2.92 sym/s | Total: 3.8s | ETA: 20.3m
[2025-12-18T20:15:08.617137] [INFO ] [sig       ] [12/3568] Forecasting ABCL...
[2025-12-18T20:15:08.617166] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-18T20:15:08.617196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-18T20:15:08.629066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-18T20:15:08.629371] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-18T20:15:08.630165] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-18T20:15:08.630216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:08.630248] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:08.630275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:08.630336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:08.686503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:08.687152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:08.687233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:08.687264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:08.805340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:08.805492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:08.805533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:08.805561] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:08.808997] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-18T20:15:08.813245] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-18T20:15:08.813434] [INFO ] [sig       ] ABCL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:08.950601] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ABCL.txt
[2025-12-18T20:15:08.950733] [INFO ] [sig       ] [12/3568] Completed ABCL in 0.3s | 2.92 sym/s | Total: 4.1s | ETA: 20.3m
[2025-12-18T20:15:08.950771] [INFO ] [sig       ] [13/3568] Forecasting ABEO...
[2025-12-18T20:15:08.950810] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-18T20:15:08.950845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-18T20:15:08.962378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-18T20:15:08.962705] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-18T20:15:08.963506] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-18T20:15:08.963559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:08.963612] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:08.963641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:08.963698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:09.019316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:09.020009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:09.020098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:09.020131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:09.137758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:09.137921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:09.137963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:09.138023] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:09.141392] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-18T20:15:09.141696] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-18T20:15:09.141828] [INFO ] [sig       ] ABEO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:09.279283] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ABEO.txt
[2025-12-18T20:15:09.279412] [INFO ] [sig       ] [13/3568] Completed ABEO in 0.3s | 2.93 sym/s | Total: 4.4s | ETA: 20.2m
[2025-12-18T20:15:09.279450] [INFO ] [sig       ] [14/3568] Forecasting ABG...
[2025-12-18T20:15:09.279480] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-18T20:15:09.279510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-18T20:15:09.290693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-18T20:15:09.290998] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-18T20:15:09.291793] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-18T20:15:09.291845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:09.291876] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:09.291903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:09.291960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:09.351293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:09.352079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:09.352162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:09.352196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:09.472655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:09.472822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:09.472869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:09.472898] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:09.476869] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=22.69%)
[2025-12-18T20:15:09.477155] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-18T20:15:09.477281] [INFO ] [sig       ] ABG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:09.618513] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ABG.txt
[2025-12-18T20:15:09.618661] [INFO ] [sig       ] [14/3568] Completed ABG in 0.3s | 2.93 sym/s | Total: 4.8s | ETA: 20.2m
[2025-12-18T20:15:09.618702] [INFO ] [sig       ] [15/3568] Forecasting ABL...
[2025-12-18T20:15:09.618733] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-18T20:15:09.618762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-18T20:15:09.634088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-18T20:15:09.634650] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-18T20:15:09.635872] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-18T20:15:09.635948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:09.636000] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:09.636049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:09.636143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:09.719536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:09.720716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:09.720806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:09.720839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:09.881118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:09.881299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:09.881359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:09.881403] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:09.886038] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=32.79%)
[2025-12-18T20:15:09.886365] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-18T20:15:09.886537] [INFO ] [sig       ] ABL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:10.046655] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ABL.txt
[2025-12-18T20:15:10.046821] [INFO ] [sig       ] [15/3568] Completed ABL in 0.4s | 2.88 sym/s | Total: 5.2s | ETA: 20.5m
[2025-12-18T20:15:10.046879] [INFO ] [sig       ] [16/3568] Forecasting ABM...
[2025-12-18T20:15:10.046932] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-18T20:15:10.046979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-18T20:15:10.059439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-18T20:15:10.059843] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-18T20:15:10.060710] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-18T20:15:10.060764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:10.060795] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:10.060821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:10.060877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:10.118654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:10.119556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:10.119660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:10.119693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:10.239545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:10.239716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:10.239759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:10.239788] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:10.243221] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-18T20:15:10.243517] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-18T20:15:10.243668] [INFO ] [sig       ] ABM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:10.386637] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ABM.txt
[2025-12-18T20:15:10.386796] [INFO ] [sig       ] [16/3568] Completed ABM in 0.3s | 2.89 sym/s | Total: 5.5s | ETA: 20.5m
[2025-12-18T20:15:10.386835] [INFO ] [sig       ] [17/3568] Forecasting ABNB...
[2025-12-18T20:15:10.386866] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-18T20:15:10.386897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-18T20:15:10.399092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-18T20:15:10.399408] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-18T20:15:10.400228] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-18T20:15:10.400281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:10.400314] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:10.400341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:10.400398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:10.456599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:10.457464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:10.457548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:10.457599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:10.577165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:10.577323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:10.577363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:10.577391] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:10.580809] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-18T20:15:10.581094] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-18T20:15:10.581223] [INFO ] [sig       ] ABNB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:10.718252] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ABNB.txt
[2025-12-18T20:15:10.718399] [INFO ] [sig       ] [17/3568] Completed ABNB in 0.3s | 2.89 sym/s | Total: 5.9s | ETA: 20.4m
[2025-12-18T20:15:10.718440] [INFO ] [sig       ] [18/3568] Forecasting ABOS...
[2025-12-18T20:15:10.718470] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-18T20:15:10.718500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-18T20:15:10.730143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-18T20:15:10.730432] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-18T20:15:10.731220] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-18T20:15:10.731275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:10.731330] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:10.731359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:10.731416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:10.787470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:10.788396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:10.788481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:10.788513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:10.906255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:10.906413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:10.906453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:10.906481] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:10.910292] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-12-18T20:15:10.910601] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-18T20:15:10.910735] [INFO ] [sig       ] ABOS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:11.052815] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ABOS.txt
[2025-12-18T20:15:11.052972] [INFO ] [sig       ] [18/3568] Completed ABOS in 0.3s | 2.90 sym/s | Total: 6.2s | ETA: 20.4m
[2025-12-18T20:15:11.053019] [INFO ] [sig       ] [19/3568] Forecasting ABSI...
[2025-12-18T20:15:11.053049] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-18T20:15:11.053078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-18T20:15:11.064881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-18T20:15:11.065215] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-18T20:15:11.066008] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-18T20:15:11.066061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:11.066093] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:11.066119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:11.066177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:11.121853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:11.122691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:11.122774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:11.122807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:11.246547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:11.246721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:11.246766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:11.246794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:11.250224] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-12-18T20:15:11.250522] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-18T20:15:11.250677] [INFO ] [sig       ] ABSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:11.398002] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ABSI.txt
[2025-12-18T20:15:11.398338] [INFO ] [sig       ] [19/3568] Completed ABSI in 0.3s | 2.90 sym/s | Total: 6.6s | ETA: 20.4m
[2025-12-18T20:15:11.398377] [INFO ] [sig       ] [20/3568] Forecasting ABUS...
[2025-12-18T20:15:11.398407] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-18T20:15:11.398436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-18T20:15:11.411441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-18T20:15:11.411816] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-18T20:15:11.412634] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-18T20:15:11.412688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:11.412720] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:11.412749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:11.412806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:11.469600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:11.470245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:11.470350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:11.470383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:11.585481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:11.585653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:11.585696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:11.585725] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:11.589083] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-18T20:15:11.589370] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-18T20:15:11.589498] [INFO ] [sig       ] ABUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:11.729784] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ABUS.txt
[2025-12-18T20:15:11.729983] [INFO ] [sig       ] [20/3568] Completed ABUS in 0.3s | 2.90 sym/s | Total: 6.9s | ETA: 20.4m
[2025-12-18T20:15:11.730051] [INFO ] [sig       ] [21/3568] Forecasting ABVC...
[2025-12-18T20:15:11.730102] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-18T20:15:11.730151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-18T20:15:11.744691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-18T20:15:11.745136] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-18T20:15:11.745979] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-18T20:15:11.746032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:11.746064] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:11.746091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:11.746148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:11.806405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:11.807190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:11.807275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:11.807307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:11.926611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:11.926731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:11.926770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:11.926798] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:11.930072] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-12-18T20:15:11.930350] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-18T20:15:11.930477] [INFO ] [sig       ] ABVC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:12.068927] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ABVC.txt
[2025-12-18T20:15:12.069079] [INFO ] [sig       ] [21/3568] Completed ABVC in 0.3s | 2.91 sym/s | Total: 7.2s | ETA: 20.3m
[2025-12-18T20:15:12.069137] [INFO ] [sig       ] [22/3568] Forecasting ABVE...
[2025-12-18T20:15:12.069172] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-18T20:15:12.069202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-18T20:15:12.080276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-18T20:15:12.080540] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-18T20:15:12.081310] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-18T20:15:12.081361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:12.081392] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:12.081418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:12.081474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:12.140270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:12.141161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:12.141251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:12.141283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:12.261651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:12.261815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:12.261857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:12.261887] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:12.265363] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-12-18T20:15:12.265706] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-18T20:15:12.265851] [INFO ] [sig       ] ABVE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:12.406711] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ABVE.txt
[2025-12-18T20:15:12.406871] [INFO ] [sig       ] [22/3568] Completed ABVE in 0.3s | 2.91 sym/s | Total: 7.6s | ETA: 20.3m
[2025-12-18T20:15:12.406915] [INFO ] [sig       ] [23/3568] Forecasting ABVX...
[2025-12-18T20:15:12.406944] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-18T20:15:12.406974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-18T20:15:12.542462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-18T20:15:12.542864] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-18T20:15:12.543668] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-18T20:15:12.543720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:12.543752] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:12.543779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:12.543835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:12.604992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:12.605984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:12.606072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:12.606106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:12.731767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:12.731935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:12.731979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:12.732008] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:12.735668] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=44.02%)
[2025-12-18T20:15:12.736024] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-18T20:15:12.736188] [INFO ] [sig       ] ABVX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:12.877736] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ABVX.txt
[2025-12-18T20:15:12.877907] [INFO ] [sig       ] [23/3568] Completed ABVX in 0.5s | 2.86 sym/s | Total: 8.0s | ETA: 20.6m
[2025-12-18T20:15:12.877951] [INFO ] [sig       ] [24/3568] Forecasting ACA...
[2025-12-18T20:15:12.877983] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-18T20:15:12.878014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-18T20:15:12.907379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-18T20:15:12.907776] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-18T20:15:12.908539] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-18T20:15:12.908617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:12.908659] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:12.908688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:12.908745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:12.966848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:12.967764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:12.967895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:12.967939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:13.090719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:13.090875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:13.090918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:13.090949] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:13.094390] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-12-18T20:15:13.094694] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-18T20:15:13.094826] [INFO ] [sig       ] ACA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:13.236530] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ACA.txt
[2025-12-18T20:15:13.236679] [INFO ] [sig       ] [24/3568] Completed ACA in 0.4s | 2.86 sym/s | Total: 8.4s | ETA: 20.7m
[2025-12-18T20:15:13.236719] [INFO ] [sig       ] [25/3568] Forecasting ACAD...
[2025-12-18T20:15:13.236748] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-18T20:15:13.236781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-18T20:15:13.253980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-18T20:15:13.254274] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-18T20:15:13.255070] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-18T20:15:13.255123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:13.255155] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:13.255182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:13.255240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:13.313845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:13.314485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:13.314565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:13.314616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:13.437200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:13.437390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:13.437437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:13.437482] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:13.441203] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=72.80%)
[2025-12-18T20:15:13.441512] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-18T20:15:13.441673] [INFO ] [sig       ] ACAD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:13.588159] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACAD.txt
[2025-12-18T20:15:13.588293] [INFO ] [sig       ] [25/3568] Completed ACAD in 0.4s | 2.86 sym/s | Total: 8.7s | ETA: 20.7m
[2025-12-18T20:15:13.588332] [INFO ] [sig       ] [26/3568] Forecasting ACB...
[2025-12-18T20:15:13.588363] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-18T20:15:13.588393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-18T20:15:13.600174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-18T20:15:13.600467] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-18T20:15:13.601256] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-18T20:15:13.601307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:13.601338] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:13.601365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:13.601421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:13.658836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:13.659753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:13.659839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:13.659871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:13.782146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:13.782303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:13.782346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:13.782376] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:13.785866] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-12-18T20:15:13.786151] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-18T20:15:13.786285] [INFO ] [sig       ] ACB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:13.926997] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACB.txt
[2025-12-18T20:15:13.927129] [INFO ] [sig       ] [26/3568] Completed ACB in 0.3s | 2.86 sym/s | Total: 9.1s | ETA: 20.6m
[2025-12-18T20:15:13.927169] [INFO ] [sig       ] [27/3568] Forecasting ACCO...
[2025-12-18T20:15:13.927197] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-18T20:15:13.927227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-18T20:15:13.938625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-18T20:15:13.938928] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-18T20:15:13.939735] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-18T20:15:13.939787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:13.939844] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:13.939873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:13.939931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:13.996290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:13.996995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:13.997078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:13.997124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:14.121694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:14.121912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:14.121974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:14.122015] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:14.125738] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-18T20:15:14.126038] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-18T20:15:14.126184] [INFO ] [sig       ] ACCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:14.268622] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACCO.txt
[2025-12-18T20:15:14.268771] [INFO ] [sig       ] [27/3568] Completed ACCO in 0.3s | 2.87 sym/s | Total: 9.4s | ETA: 20.6m
[2025-12-18T20:15:14.268812] [INFO ] [sig       ] [28/3568] Forecasting ACDC...
[2025-12-18T20:15:14.268841] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-18T20:15:14.268872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-18T20:15:14.280894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-18T20:15:14.281263] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-18T20:15:14.282050] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-18T20:15:14.282101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:14.282132] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:14.282158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:14.282213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:14.339963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:14.340848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:14.340934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:14.340968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:14.450787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:14.450946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:14.450992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:14.451022] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:14.454386] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=32.53%)
[2025-12-18T20:15:14.454682] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-18T20:15:14.454810] [INFO ] [sig       ] ACDC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:14.610461] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ACDC.txt
[2025-12-18T20:15:14.610628] [INFO ] [sig       ] [28/3568] Completed ACDC in 0.3s | 2.87 sym/s | Total: 9.8s | ETA: 20.6m
[2025-12-18T20:15:14.610670] [INFO ] [sig       ] [29/3568] Forecasting ACEL...
[2025-12-18T20:15:14.610700] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-18T20:15:14.610731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-18T20:15:14.622449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-18T20:15:14.622747] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-18T20:15:14.623519] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-18T20:15:14.623591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:14.623629] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:14.623668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:14.623728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:14.681159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:14.681810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:14.681891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:14.681923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:14.795378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:14.795528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:14.795591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:14.795623] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:14.798958] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-18T20:15:14.799246] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-18T20:15:14.799373] [INFO ] [sig       ] ACEL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:14.939006] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACEL.txt
[2025-12-18T20:15:14.939309] [INFO ] [sig       ] [29/3568] Completed ACEL in 0.3s | 2.87 sym/s | Total: 10.1s | ETA: 20.5m
[2025-12-18T20:15:14.939357] [INFO ] [sig       ] [30/3568] Forecasting ACGL...
[2025-12-18T20:15:14.939389] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-18T20:15:14.939420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-18T20:15:14.951152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-18T20:15:14.951428] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-18T20:15:14.952194] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-18T20:15:14.952247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:14.952278] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:14.952304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:14.952361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:15.008160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:15.008813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:15.008892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:15.008924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:15.126933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:15.127085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:15.127127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:15.127187] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:15.130551] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=49.56%)
[2025-12-18T20:15:15.130848] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-18T20:15:15.130980] [INFO ] [sig       ] ACGL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:15.267924] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ACGL.txt
[2025-12-18T20:15:15.268060] [INFO ] [sig       ] [30/3568] Completed ACGL in 0.3s | 2.88 sym/s | Total: 10.4s | ETA: 20.5m
[2025-12-18T20:15:15.268100] [INFO ] [sig       ] [31/3568] Forecasting ACGLN...
[2025-12-18T20:15:15.268129] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-18T20:15:15.268159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-18T20:15:15.279858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-18T20:15:15.280129] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-18T20:15:15.280925] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-18T20:15:15.280977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:15.281009] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:15.281036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:15.281092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:15.337733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:15.338342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:15.338422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:15.338456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:15.458712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:15.458871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:15.458915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:15.458945] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:15.462323] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-12-18T20:15:15.462615] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-18T20:15:15.462746] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:15.602773] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACGLN.txt
[2025-12-18T20:15:15.602918] [INFO ] [sig       ] [31/3568] Completed ACGLN in 0.3s | 2.88 sym/s | Total: 10.8s | ETA: 20.5m
[2025-12-18T20:15:15.602958] [INFO ] [sig       ] [32/3568] Forecasting ACGLO...
[2025-12-18T20:15:15.602997] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-18T20:15:15.603037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-18T20:15:15.614683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-18T20:15:15.614992] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-18T20:15:15.615781] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-18T20:15:15.615832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:15.615865] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:15.615892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:15.615949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:15.671870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:15.672694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:15.672776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:15.672808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:15.794966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:15.795123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:15.795164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:15.795194] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:15.798712] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2025-12-18T20:15:15.798993] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-18T20:15:15.799144] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:15.937629] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACGLO.txt
[2025-12-18T20:15:15.937773] [INFO ] [sig       ] [32/3568] Completed ACGLO in 0.3s | 2.88 sym/s | Total: 11.1s | ETA: 20.4m
[2025-12-18T20:15:15.937812] [INFO ] [sig       ] [33/3568] Forecasting ACHC...
[2025-12-18T20:15:15.937842] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-18T20:15:15.937878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-18T20:15:15.950608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-18T20:15:15.950955] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-18T20:15:15.951803] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-18T20:15:15.951856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:15.951888] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:15.951914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:15.951970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:16.012273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:16.013144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:16.013228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:16.013262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:16.133634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:16.133792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:16.133833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:16.133863] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:16.137228] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=44.28%)
[2025-12-18T20:15:16.137509] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-18T20:15:16.137663] [INFO ] [sig       ] ACHC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:16.275315] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ACHC.txt
[2025-12-18T20:15:16.275458] [INFO ] [sig       ] [33/3568] Completed ACHC in 0.3s | 2.89 sym/s | Total: 11.4s | ETA: 20.4m
[2025-12-18T20:15:16.275498] [INFO ] [sig       ] [34/3568] Forecasting ACI...
[2025-12-18T20:15:16.275529] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-18T20:15:16.275557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-18T20:15:16.287370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-18T20:15:16.287716] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-18T20:15:16.288488] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-18T20:15:16.288540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:16.288592] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:16.288623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:16.288680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:16.347037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:16.347926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:16.348011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:16.348044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:16.481996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:16.482170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:16.482229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:16.482267] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:16.486029] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=58.53%)
[2025-12-18T20:15:16.486318] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-18T20:15:16.486452] [INFO ] [sig       ] ACI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:16.643068] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACI.txt
[2025-12-18T20:15:16.643310] [INFO ] [sig       ] [34/3568] Completed ACI in 0.4s | 2.88 sym/s | Total: 11.8s | ETA: 20.4m
[2025-12-18T20:15:16.643378] [INFO ] [sig       ] [35/3568] Forecasting ACIC...
[2025-12-18T20:15:16.643425] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-18T20:15:16.643462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-18T20:15:16.658550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-18T20:15:16.659004] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-18T20:15:16.660059] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-18T20:15:16.660114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:16.660148] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:16.660175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:16.660232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:16.727464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:16.728350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:16.728431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:16.728465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:16.863474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:16.863663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:16.863709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:16.863739] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:16.867158] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-18T20:15:16.867438] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-18T20:15:16.867589] [INFO ] [sig       ] ACIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:17.014245] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ACIC.txt
[2025-12-18T20:15:17.014382] [INFO ] [sig       ] [35/3568] Completed ACIC in 0.4s | 2.88 sym/s | Total: 12.2s | ETA: 20.5m
[2025-12-18T20:15:17.014421] [INFO ] [sig       ] [36/3568] Forecasting ACLS...
[2025-12-18T20:15:17.014451] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-18T20:15:17.014480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-18T20:15:17.026976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-18T20:15:17.027332] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-18T20:15:17.028158] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-18T20:15:17.028212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:17.028244] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:17.028270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:17.028326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:17.090159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:17.090941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:17.091026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:17.091060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:17.219600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:17.219757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:17.219803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:17.219849] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:17.223745] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-12-18T20:15:17.224030] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-18T20:15:17.224170] [INFO ] [sig       ] ACLS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:17.366743] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACLS.txt
[2025-12-18T20:15:17.366888] [INFO ] [sig       ] [36/3568] Completed ACLS in 0.4s | 2.87 sym/s | Total: 12.5s | ETA: 20.5m
[2025-12-18T20:15:17.366927] [INFO ] [sig       ] [37/3568] Forecasting ACLX...
[2025-12-18T20:15:17.366957] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-18T20:15:17.366987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-18T20:15:17.378706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-18T20:15:17.378994] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-18T20:15:17.379833] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-18T20:15:17.379885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:17.379916] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:17.379944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:17.380001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:17.437473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:17.438248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:17.438365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:17.438401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:17.561110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:17.561268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:17.561311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:17.561341] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:17.564766] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-18T20:15:17.565049] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-18T20:15:17.565180] [INFO ] [sig       ] ACLX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:17.709844] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACLX.txt
[2025-12-18T20:15:17.709978] [INFO ] [sig       ] [37/3568] Completed ACLX in 0.3s | 2.88 sym/s | Total: 12.9s | ETA: 20.5m
[2025-12-18T20:15:17.710017] [INFO ] [sig       ] [38/3568] Forecasting ACM...
[2025-12-18T20:15:17.710047] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-18T20:15:17.710077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-18T20:15:17.723094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-18T20:15:17.723448] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-18T20:15:17.724276] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-18T20:15:17.724338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:17.724376] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:17.724405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:17.724464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:17.781044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:17.781921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:17.782006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:17.782041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:17.901615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:17.901776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:17.901819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:17.901849] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:17.905338] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-12-18T20:15:17.905649] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-18T20:15:17.905784] [INFO ] [sig       ] ACM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:18.043331] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACM.txt
[2025-12-18T20:15:18.043459] [INFO ] [sig       ] [38/3568] Completed ACM in 0.3s | 2.88 sym/s | Total: 13.2s | ETA: 20.4m
[2025-12-18T20:15:18.043499] [INFO ] [sig       ] [39/3568] Forecasting ACN...
[2025-12-18T20:15:18.043529] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-18T20:15:18.043558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-18T20:15:18.055276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-18T20:15:18.055595] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-18T20:15:18.056349] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-18T20:15:18.056401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:18.056433] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:18.056459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:18.056516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:18.115421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:18.116252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:18.116337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:18.116371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:18.237792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:18.237946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:18.237987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:18.238016] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:18.241512] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-12-18T20:15:18.241812] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-18T20:15:18.241945] [INFO ] [sig       ] ACN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:18.387845] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACN.txt
[2025-12-18T20:15:18.388000] [INFO ] [sig       ] [39/3568] Completed ACN in 0.3s | 2.88 sym/s | Total: 13.5s | ETA: 20.4m
[2025-12-18T20:15:18.388040] [INFO ] [sig       ] [40/3568] Forecasting ACNB...
[2025-12-18T20:15:18.388068] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-18T20:15:18.388099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-18T20:15:18.398772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-18T20:15:18.399128] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-18T20:15:18.399912] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-18T20:15:18.399965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:18.400004] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:18.400036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:18.400117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:18.457207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:18.457905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:18.457985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:18.458019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:18.577404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:18.577560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:18.577623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:18.577653] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:18.581092] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-18T20:15:18.581370] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-18T20:15:18.581504] [INFO ] [sig       ] ACNB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:18.720329] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACNB.txt
[2025-12-18T20:15:18.720484] [INFO ] [sig       ] [40/3568] Completed ACNB in 0.3s | 2.88 sym/s | Total: 13.9s | ETA: 20.4m
[2025-12-18T20:15:18.720524] [INFO ] [sig       ] [41/3568] Forecasting ACON...
[2025-12-18T20:15:18.720554] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-18T20:15:18.720608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-18T20:15:18.731126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-18T20:15:18.731439] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-18T20:15:18.732231] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-18T20:15:18.732283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:18.732316] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:18.732344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:18.732400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:18.791292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:18.792046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:18.792145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:18.792179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:18.903986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:18.904153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:18.904199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:18.904229] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:18.907685] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-18T20:15:18.907960] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-18T20:15:18.908086] [INFO ] [sig       ] ACON: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:19.048239] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ACON.txt
[2025-12-18T20:15:19.048378] [INFO ] [sig       ] [41/3568] Completed ACON in 0.3s | 2.89 sym/s | Total: 14.2s | ETA: 20.4m
[2025-12-18T20:15:19.048416] [INFO ] [sig       ] [42/3568] Forecasting ACP...
[2025-12-18T20:15:19.048445] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-18T20:15:19.048476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-18T20:15:19.059986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-18T20:15:19.060314] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-18T20:15:19.061120] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-18T20:15:19.061184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:19.061217] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:19.061245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:19.061303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:19.118481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:19.119188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:19.119268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:19.119302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:19.238072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:19.238221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:19.238261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:19.238289] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:19.241643] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=81.32%)
[2025-12-18T20:15:19.241916] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-18T20:15:19.242040] [INFO ] [sig       ] ACP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:19.381206] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACP.txt
[2025-12-18T20:15:19.381334] [INFO ] [sig       ] [42/3568] Completed ACP in 0.3s | 2.89 sym/s | Total: 14.5s | ETA: 20.3m
[2025-12-18T20:15:19.381372] [INFO ] [sig       ] [43/3568] Forecasting ACRE...
[2025-12-18T20:15:19.381400] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-18T20:15:19.381431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-18T20:15:19.392677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-18T20:15:19.392962] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-18T20:15:19.393752] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-18T20:15:19.393804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:19.393835] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:19.393861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:19.393917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:19.449947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:19.450570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:19.450669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:19.450702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:19.575275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:19.575432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:19.575475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:19.575504] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:19.578909] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-18T20:15:19.579222] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-18T20:15:19.579352] [INFO ] [sig       ] ACRE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:19.719473] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACRE.txt
[2025-12-18T20:15:19.719626] [INFO ] [sig       ] [43/3568] Completed ACRE in 0.3s | 2.89 sym/s | Total: 14.9s | ETA: 20.3m
[2025-12-18T20:15:19.719670] [INFO ] [sig       ] [44/3568] Forecasting ACRS...
[2025-12-18T20:15:19.719701] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-18T20:15:19.719734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-18T20:15:19.733420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-18T20:15:19.733894] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-18T20:15:19.734837] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-18T20:15:19.734896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:19.734964] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:19.734994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:19.735053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:19.792639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:19.793529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:19.793637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:19.793672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:19.915140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:19.915307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:19.915349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:19.915378] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:19.918853] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-12-18T20:15:19.919215] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-18T20:15:19.919363] [INFO ] [sig       ] ACRS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:20.058845] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ACRS.txt
[2025-12-18T20:15:20.059008] [INFO ] [sig       ] [44/3568] Completed ACRS in 0.3s | 2.89 sym/s | Total: 15.2s | ETA: 20.3m
[2025-12-18T20:15:20.059076] [INFO ] [sig       ] [45/3568] Forecasting ACTG...
[2025-12-18T20:15:20.059108] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-18T20:15:20.059141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-18T20:15:20.070481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-18T20:15:20.070921] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-18T20:15:20.071845] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-18T20:15:20.071903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:20.071936] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:20.071964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:20.072023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:20.130091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:20.131025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:20.131127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:20.131160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:20.258566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:20.258737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:20.258780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:20.258808] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:20.262192] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-18T20:15:20.262467] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-18T20:15:20.262611] [INFO ] [sig       ] ACTG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:20.403353] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ACTG.txt
[2025-12-18T20:15:20.403508] [INFO ] [sig       ] [45/3568] Completed ACTG in 0.3s | 2.89 sym/s | Total: 15.6s | ETA: 20.3m
[2025-12-18T20:15:20.403555] [INFO ] [sig       ] [46/3568] Forecasting ACVA...
[2025-12-18T20:15:20.403607] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-18T20:15:20.403640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-18T20:15:20.414745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-18T20:15:20.415049] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-18T20:15:20.415867] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-18T20:15:20.415920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:20.415954] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:20.415981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:20.416038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:20.472137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:20.472927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:20.473009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:20.473042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:20.588930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:20.589121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:20.589164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:20.589192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:20.592606] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=85.25%)
[2025-12-18T20:15:20.592891] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-18T20:15:20.593022] [INFO ] [sig       ] ACVA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:20.730466] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACVA.txt
[2025-12-18T20:15:20.730626] [INFO ] [sig       ] [46/3568] Completed ACVA in 0.3s | 2.90 sym/s | Total: 15.9s | ETA: 20.3m
[2025-12-18T20:15:20.730669] [INFO ] [sig       ] [47/3568] Forecasting ACWI...
[2025-12-18T20:15:20.730698] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-18T20:15:20.730730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-18T20:15:20.742605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-18T20:15:20.742912] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-18T20:15:20.743719] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-18T20:15:20.743771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:20.743803] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:20.743830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:20.743888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:20.800278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:20.801108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:20.801191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:20.801224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:20.922352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:20.922510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:20.922552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:20.922654] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:20.926025] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-12-18T20:15:20.926331] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-18T20:15:20.926461] [INFO ] [sig       ] ACWI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:21.067634] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ACWI.txt
[2025-12-18T20:15:21.067847] [INFO ] [sig       ] [47/3568] Completed ACWI in 0.3s | 2.90 sym/s | Total: 16.2s | ETA: 20.3m
[2025-12-18T20:15:21.067896] [INFO ] [sig       ] [48/3568] Forecasting ACWX...
[2025-12-18T20:15:21.067931] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-18T20:15:21.067971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-18T20:15:21.081765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-18T20:15:21.082170] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-18T20:15:21.083013] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-18T20:15:21.083066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:21.083099] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:21.083127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:21.083185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:21.148007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:21.149003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:21.149134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:21.149176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:21.276770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:21.276971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:21.277042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:21.277094] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:21.282666] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-12-18T20:15:21.283184] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-18T20:15:21.283394] [INFO ] [sig       ] ACWX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:21.432539] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACWX.txt
[2025-12-18T20:15:21.432725] [INFO ] [sig       ] [48/3568] Completed ACWX in 0.4s | 2.89 sym/s | Total: 16.6s | ETA: 20.3m
[2025-12-18T20:15:21.432767] [INFO ] [sig       ] [49/3568] Forecasting ACXP...
[2025-12-18T20:15:21.432796] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-18T20:15:21.432828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-18T20:15:21.445148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-18T20:15:21.445589] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-18T20:15:21.446458] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-18T20:15:21.446512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:21.446546] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:21.446592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:21.446656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:21.506152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:21.507049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:21.507143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:21.507179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:21.626856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:21.627019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:21.627079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:21.627111] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:21.630637] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=85.50%)
[2025-12-18T20:15:21.630928] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-18T20:15:21.631082] [INFO ] [sig       ] ACXP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:21.770742] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ACXP.txt
[2025-12-18T20:15:21.770905] [INFO ] [sig       ] [49/3568] Completed ACXP in 0.3s | 2.89 sym/s | Total: 16.9s | ETA: 20.3m
[2025-12-18T20:15:21.770945] [INFO ] [sig       ] [50/3568] Forecasting ADBE...
[2025-12-18T20:15:21.770974] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-18T20:15:21.771007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-18T20:15:21.782704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-18T20:15:21.783155] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-18T20:15:21.784065] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-18T20:15:21.784125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:21.784161] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:21.784189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:21.784247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:21.845189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:21.846095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:21.846195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:21.846227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:21.971629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:21.971791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:21.971835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:21.971866] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:21.975380] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-18T20:15:21.975727] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-18T20:15:21.975874] [INFO ] [sig       ] ADBE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:22.118993] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ADBE.txt
[2025-12-18T20:15:22.119186] [INFO ] [sig       ] [50/3568] Completed ADBE in 0.3s | 2.89 sym/s | Total: 17.3s | ETA: 20.3m
[2025-12-18T20:15:22.119229] [INFO ] [sig       ] [51/3568] Forecasting ADC...
[2025-12-18T20:15:22.119258] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-18T20:15:22.119290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-18T20:15:22.130647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-18T20:15:22.131022] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-18T20:15:22.131854] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-18T20:15:22.131908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:22.131943] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:22.131972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:22.132030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:22.191729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:22.192676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:22.192766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:22.192800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:22.310117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:22.310286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:22.310330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:22.310360] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:22.313879] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2025-12-18T20:15:22.314165] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-18T20:15:22.314295] [INFO ] [sig       ] ADC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:22.452308] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ADC.txt
[2025-12-18T20:15:22.452459] [INFO ] [sig       ] [51/3568] Completed ADC in 0.3s | 2.90 sym/s | Total: 17.6s | ETA: 20.2m
[2025-12-18T20:15:22.452501] [INFO ] [sig       ] [52/3568] Forecasting ADEA...
[2025-12-18T20:15:22.452531] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-18T20:15:22.452564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-18T20:15:22.466631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-18T20:15:22.466986] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-18T20:15:22.467835] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-18T20:15:22.467891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:22.467924] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:22.467952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:22.468012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:22.524497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:22.525200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:22.525284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:22.525318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:22.643784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:22.643941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:22.643984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:22.644013] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:22.647411] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-18T20:15:22.647713] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-18T20:15:22.647848] [INFO ] [sig       ] ADEA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:22.789426] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ADEA.txt
[2025-12-18T20:15:22.789590] [INFO ] [sig       ] [52/3568] Completed ADEA in 0.3s | 2.90 sym/s | Total: 17.9s | ETA: 20.2m
[2025-12-18T20:15:22.789630] [INFO ] [sig       ] [53/3568] Forecasting ADI...
[2025-12-18T20:15:22.789660] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-18T20:15:22.789690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-18T20:15:22.802132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-18T20:15:22.802456] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-18T20:15:22.803301] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-18T20:15:22.803356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:22.803402] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:22.803432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:22.803491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:22.861696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:22.862383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:22.862472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:22.862507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:22.987963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:22.988119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:22.988165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:22.988194] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:22.991793] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-18T20:15:22.992096] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-18T20:15:22.992244] [INFO ] [sig       ] ADI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:23.130744] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ADI.txt
[2025-12-18T20:15:23.130880] [INFO ] [sig       ] [53/3568] Completed ADI in 0.3s | 2.90 sym/s | Total: 18.3s | ETA: 20.2m
[2025-12-18T20:15:23.130918] [INFO ] [sig       ] [54/3568] Forecasting ADM...
[2025-12-18T20:15:23.130947] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-18T20:15:23.130977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-18T20:15:23.142601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-18T20:15:23.142919] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-18T20:15:23.143719] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-18T20:15:23.143771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:23.143803] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:23.143832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:23.143889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:23.200717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:23.201545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:23.201679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:23.201714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:23.322562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:23.322730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:23.322771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:23.322801] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:23.326323] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=32.26%)
[2025-12-18T20:15:23.326614] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-18T20:15:23.326747] [INFO ] [sig       ] ADM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:23.464354] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ADM.txt
[2025-12-18T20:15:23.464505] [INFO ] [sig       ] [54/3568] Completed ADM in 0.3s | 2.90 sym/s | Total: 18.6s | ETA: 20.2m
[2025-12-18T20:15:23.464544] [INFO ] [sig       ] [55/3568] Forecasting ADMA...
[2025-12-18T20:15:23.464592] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-18T20:15:23.464627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-18T20:15:23.476007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-18T20:15:23.476322] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-18T20:15:23.477125] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-18T20:15:23.477177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:23.477209] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:23.477236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:23.477293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:23.533485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:23.534212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:23.534295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:23.534327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:23.655810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:23.655969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:23.656010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:23.656039] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:23.660007] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=33.44%)
[2025-12-18T20:15:23.660289] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-18T20:15:23.660592] [INFO ] [sig       ] ADMA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:23.800433] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ADMA.txt
[2025-12-18T20:15:23.800563] [INFO ] [sig       ] [55/3568] Completed ADMA in 0.3s | 2.90 sym/s | Total: 19.0s | ETA: 20.2m
[2025-12-18T20:15:23.800620] [INFO ] [sig       ] [56/3568] Forecasting ADP...
[2025-12-18T20:15:23.800649] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-18T20:15:23.800678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-18T20:15:23.812728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-18T20:15:23.813024] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-18T20:15:23.813816] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-18T20:15:23.813868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:23.813900] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:23.813927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:23.813983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:23.870383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:23.871082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:23.871166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:23.871198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:23.990457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:23.990632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:23.990675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:23.990704] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:23.994660] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-18T20:15:23.994948] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-18T20:15:23.995083] [INFO ] [sig       ] ADP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:24.133277] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ADP.txt
[2025-12-18T20:15:24.133426] [INFO ] [sig       ] [56/3568] Completed ADP in 0.3s | 2.90 sym/s | Total: 19.3s | ETA: 20.2m
[2025-12-18T20:15:24.133466] [INFO ] [sig       ] [57/3568] Forecasting ADSE...
[2025-12-18T20:15:24.133502] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-18T20:15:24.133535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-18T20:15:24.154283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-18T20:15:24.154660] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-18T20:15:24.155470] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-18T20:15:24.155524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:24.155558] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:24.155613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:24.155674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:24.218091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:24.219215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:24.219309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:24.219343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:24.346980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:24.347136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:24.347178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:24.347208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:24.350655] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=34.05%)
[2025-12-18T20:15:24.350942] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-18T20:15:24.351076] [INFO ] [sig       ] ADSE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:24.498227] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ADSE.txt
[2025-12-18T20:15:24.498409] [INFO ] [sig       ] [57/3568] Completed ADSE in 0.4s | 2.90 sym/s | Total: 19.7s | ETA: 20.2m
[2025-12-18T20:15:24.498450] [INFO ] [sig       ] [58/3568] Forecasting ADSK...
[2025-12-18T20:15:24.498479] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-18T20:15:24.498509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-18T20:15:24.510363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-18T20:15:24.510698] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-18T20:15:24.511491] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-18T20:15:24.511544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:24.511597] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:24.511646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:24.511706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:24.568163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:24.568996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:24.569111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:24.569145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:24.688466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:24.688639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:24.688682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:24.688712] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:24.692198] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-18T20:15:24.692478] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-18T20:15:24.692630] [INFO ] [sig       ] ADSK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:24.835286] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ADSK.txt
[2025-12-18T20:15:24.835639] [INFO ] [sig       ] [58/3568] Completed ADSK in 0.3s | 2.90 sym/s | Total: 20.0s | ETA: 20.2m
[2025-12-18T20:15:24.835680] [INFO ] [sig       ] [59/3568] Forecasting ADTN...
[2025-12-18T20:15:24.835708] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-18T20:15:24.835739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-18T20:15:24.847805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-18T20:15:24.848081] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-18T20:15:24.848884] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-18T20:15:24.848937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:24.848969] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:24.848996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:24.849075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:24.904729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:24.905323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:24.905402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:24.905434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:25.022834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:25.022991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:25.023033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:25.023061] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:25.026443] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-12-18T20:15:25.026743] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-18T20:15:25.026875] [INFO ] [sig       ] ADTN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:25.164640] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ADTN.txt
[2025-12-18T20:15:25.164762] [INFO ] [sig       ] [59/3568] Completed ADTN in 0.3s | 2.90 sym/s | Total: 20.3s | ETA: 20.1m
[2025-12-18T20:15:25.164799] [INFO ] [sig       ] [60/3568] Forecasting ADTX...
[2025-12-18T20:15:25.164827] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-18T20:15:25.164857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-18T20:15:25.176250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-18T20:15:25.176539] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-18T20:15:25.177324] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-18T20:15:25.177375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:25.177407] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:25.177434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:25.177490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:25.234313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:25.235050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:25.235133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:25.235165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:25.342482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:25.342652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:25.342694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:25.342760] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:25.346138] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-12-18T20:15:25.346416] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-18T20:15:25.346547] [INFO ] [sig       ] ADTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:25.482672] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ADTX.txt
[2025-12-18T20:15:25.482808] [INFO ] [sig       ] [60/3568] Completed ADTX in 0.3s | 2.91 sym/s | Total: 20.6s | ETA: 20.1m
[2025-12-18T20:15:25.482848] [INFO ] [sig       ] [61/3568] Forecasting ADUS...
[2025-12-18T20:15:25.482876] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-18T20:15:25.482907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-18T20:15:25.494407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-18T20:15:25.494732] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-18T20:15:25.495500] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-18T20:15:25.495551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:25.495629] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:25.495658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:25.495715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:25.551219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:25.551976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:25.552076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:25.552107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:25.669861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:25.670011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:25.670054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:25.670082] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:25.673436] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=71.04%)
[2025-12-18T20:15:25.673732] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-18T20:15:25.673861] [INFO ] [sig       ] ADUS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:25.812961] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ADUS.txt
[2025-12-18T20:15:25.813079] [INFO ] [sig       ] [61/3568] Completed ADUS in 0.3s | 2.91 sym/s | Total: 21.0s | ETA: 20.1m
[2025-12-18T20:15:25.813118] [INFO ] [sig       ] [62/3568] Forecasting ADX...
[2025-12-18T20:15:25.813147] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-18T20:15:25.813177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-18T20:15:25.824864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-18T20:15:25.825155] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-18T20:15:25.825959] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-18T20:15:25.826011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:25.826043] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:25.826070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:25.826125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:25.884745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:25.885406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:25.885486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:25.885531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:26.003910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:26.004073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:26.004115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:26.004143] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:26.007519] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-12-18T20:15:26.007821] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-18T20:15:26.007955] [INFO ] [sig       ] ADX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:26.145105] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ADX.txt
[2025-12-18T20:15:26.145243] [INFO ] [sig       ] [62/3568] Completed ADX in 0.3s | 2.91 sym/s | Total: 21.3s | ETA: 20.1m
[2025-12-18T20:15:26.145282] [INFO ] [sig       ] [63/3568] Forecasting AEE...
[2025-12-18T20:15:26.145311] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-18T20:15:26.145342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-18T20:15:26.156796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-18T20:15:26.157124] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-18T20:15:26.157945] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-18T20:15:26.157999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:26.158034] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:26.158063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:26.158122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:26.218762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:26.219557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:26.219659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:26.219694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:26.341040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:26.341201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:26.341247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:26.341275] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:26.344654] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-18T20:15:26.344933] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-18T20:15:26.345058] [INFO ] [sig       ] AEE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:26.481528] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AEE.txt
[2025-12-18T20:15:26.481683] [INFO ] [sig       ] [63/3568] Completed AEE in 0.3s | 2.91 sym/s | Total: 21.6s | ETA: 20.1m
[2025-12-18T20:15:26.481723] [INFO ] [sig       ] [64/3568] Forecasting AEFC...
[2025-12-18T20:15:26.481752] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-18T20:15:26.481784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-18T20:15:26.493405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-18T20:15:26.493734] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-18T20:15:26.494506] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-18T20:15:26.494557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:26.494606] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:26.494635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:26.494707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:26.550507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:26.551349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:26.551433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:26.551465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:26.670774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:26.670931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:26.670972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:26.671030] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:26.674505] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=24.02%)
[2025-12-18T20:15:26.674818] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-18T20:15:26.674957] [INFO ] [sig       ] AEFC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:26.819417] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AEFC.txt
[2025-12-18T20:15:26.819564] [INFO ] [sig       ] [64/3568] Completed AEFC in 0.3s | 2.91 sym/s | Total: 22.0s | ETA: 20.1m
[2025-12-18T20:15:26.819623] [INFO ] [sig       ] [65/3568] Forecasting AEG...
[2025-12-18T20:15:26.819655] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-18T20:15:26.819686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-18T20:15:26.831836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-18T20:15:26.832138] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-18T20:15:26.832956] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-18T20:15:26.833010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:26.833044] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:26.833072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:26.833131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:26.894242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:26.894957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:26.895040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:26.895073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:27.015550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:27.015726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:27.015770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:27.015801] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:27.019312] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=88.60%)
[2025-12-18T20:15:27.019621] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-18T20:15:27.019768] [INFO ] [sig       ] AEG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:27.159396] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AEG.txt
[2025-12-18T20:15:27.159568] [INFO ] [sig       ] [65/3568] Completed AEG in 0.3s | 2.91 sym/s | Total: 22.3s | ETA: 20.0m
[2025-12-18T20:15:27.159645] [INFO ] [sig       ] [66/3568] Forecasting AEHL...
[2025-12-18T20:15:27.159678] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-18T20:15:27.159710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-18T20:15:27.171367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-18T20:15:27.171789] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-18T20:15:27.172592] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-18T20:15:27.172657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:27.172689] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:27.172716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:27.172772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:27.231334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:27.232048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:27.232129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:27.232163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:27.352446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:27.352621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:27.352664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:27.352691] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:27.356034] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-18T20:15:27.356305] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-18T20:15:27.356435] [INFO ] [sig       ] AEHL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:27.496614] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AEHL.txt
[2025-12-18T20:15:27.496730] [INFO ] [sig       ] [66/3568] Completed AEHL in 0.3s | 2.91 sym/s | Total: 22.7s | ETA: 20.0m
[2025-12-18T20:15:27.496769] [INFO ] [sig       ] [67/3568] Forecasting AEI...
[2025-12-18T20:15:27.496798] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-18T20:15:27.496829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-18T20:15:27.509448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-18T20:15:27.509902] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-18T20:15:27.510767] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-18T20:15:27.510823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:27.510855] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:27.510882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:27.510939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:27.568818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:27.569838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:27.569944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:27.569979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:27.688366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:27.688536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:27.688598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:27.688630] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:27.692133] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-18T20:15:27.692417] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-18T20:15:27.692550] [INFO ] [sig       ] AEI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:27.828535] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AEI.txt
[2025-12-18T20:15:27.828671] [INFO ] [sig       ] [67/3568] Completed AEI in 0.3s | 2.92 sym/s | Total: 23.0s | ETA: 20.0m
[2025-12-18T20:15:27.828712] [INFO ] [sig       ] [68/3568] Forecasting AEIS...
[2025-12-18T20:15:27.828741] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-18T20:15:27.828770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-18T20:15:27.840408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-18T20:15:27.840720] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-18T20:15:27.841560] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-18T20:15:27.841632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:27.841665] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:27.841692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:27.841750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:27.898143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:27.898781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:27.898861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:27.898893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:28.017174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:28.017302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:28.017341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:28.017370] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:28.020647] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-18T20:15:28.020926] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-18T20:15:28.021055] [INFO ] [sig       ] AEIS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:28.161345] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AEIS.txt
[2025-12-18T20:15:28.161520] [INFO ] [sig       ] [68/3568] Completed AEIS in 0.3s | 2.92 sym/s | Total: 23.3s | ETA: 20.0m
[2025-12-18T20:15:28.161563] [INFO ] [sig       ] [69/3568] Forecasting AEM...
[2025-12-18T20:15:28.161613] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-18T20:15:28.161645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-18T20:15:28.173817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-18T20:15:28.174127] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-18T20:15:28.174984] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-18T20:15:28.175036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:28.175069] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:28.175095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:28.175152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:28.232431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:28.233182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:28.233268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:28.233300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:28.354933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:28.355093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:28.355134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:28.355164] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:28.358564] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-18T20:15:28.358860] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-18T20:15:28.358988] [INFO ] [sig       ] AEM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:28.498354] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AEM.txt
[2025-12-18T20:15:28.498499] [INFO ] [sig       ] [69/3568] Completed AEM in 0.3s | 2.92 sym/s | Total: 23.7s | ETA: 20.0m
[2025-12-18T20:15:28.498539] [INFO ] [sig       ] [70/3568] Forecasting AEO...
[2025-12-18T20:15:28.498585] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-18T20:15:28.498618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-18T20:15:28.510426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-18T20:15:28.510736] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-18T20:15:28.511514] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-18T20:15:28.511566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:28.511616] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:28.511643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:28.511699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:28.570739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:28.571640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:28.571727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:28.571761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:28.695018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:28.695177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:28.695221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:28.695252] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:28.698710] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-12-18T20:15:28.698992] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-18T20:15:28.699157] [INFO ] [sig       ] AEO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:28.838567] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AEO.txt
[2025-12-18T20:15:28.838732] [INFO ] [sig       ] [70/3568] Completed AEO in 0.3s | 2.92 sym/s | Total: 24.0s | ETA: 20.0m
[2025-12-18T20:15:28.838773] [INFO ] [sig       ] [71/3568] Forecasting AEP...
[2025-12-18T20:15:28.838803] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-18T20:15:28.838834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-18T20:15:28.850720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-18T20:15:28.851023] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-18T20:15:28.851829] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-18T20:15:28.851880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:28.851911] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:28.851938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:28.851993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:28.911889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:28.912563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:28.912683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:28.912716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:29.029344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:29.029492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:29.029534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:29.029561] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:29.032905] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=76.46%)
[2025-12-18T20:15:29.033223] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-18T20:15:29.033359] [INFO ] [sig       ] AEP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:29.170017] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AEP.txt
[2025-12-18T20:15:29.170172] [INFO ] [sig       ] [71/3568] Completed AEP in 0.3s | 2.92 sym/s | Total: 24.3s | ETA: 20.0m
[2025-12-18T20:15:29.170213] [INFO ] [sig       ] [72/3568] Forecasting AES...
[2025-12-18T20:15:29.170242] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-18T20:15:29.170274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-18T20:15:29.182113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-18T20:15:29.182500] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-18T20:15:29.183387] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-18T20:15:29.183441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:29.183474] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:29.183501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:29.183557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:29.239604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:29.240465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:29.240552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:29.240605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:29.361791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:29.361959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:29.362002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:29.362031] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:29.365507] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-18T20:15:29.365814] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-18T20:15:29.365952] [INFO ] [sig       ] AES: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:29.504159] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AES.txt
[2025-12-18T20:15:29.504293] [INFO ] [sig       ] [72/3568] Completed AES in 0.3s | 2.92 sym/s | Total: 24.7s | ETA: 20.0m
[2025-12-18T20:15:29.504333] [INFO ] [sig       ] [73/3568] Forecasting AESI...
[2025-12-18T20:15:29.504363] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-18T20:15:29.504399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-18T20:15:29.518335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-18T20:15:29.518641] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-18T20:15:29.519442] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-18T20:15:29.519495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:29.519527] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:29.519552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:29.519627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:29.578280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:29.579184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:29.579278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:29.579318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:29.702105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:29.702259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:29.702325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:29.702359] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:29.705991] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=67.58%)
[2025-12-18T20:15:29.706278] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-18T20:15:29.706409] [INFO ] [sig       ] AESI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:29.843487] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AESI.txt
[2025-12-18T20:15:29.843679] [INFO ] [sig       ] [73/3568] Completed AESI in 0.3s | 2.92 sym/s | Total: 25.0s | ETA: 19.9m
[2025-12-18T20:15:29.843723] [INFO ] [sig       ] [74/3568] Forecasting AEVA...
[2025-12-18T20:15:29.843753] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-18T20:15:29.843784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-18T20:15:29.855744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-18T20:15:29.856059] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-18T20:15:29.856884] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-18T20:15:29.856937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:29.856970] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:29.856998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:29.857057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:29.913505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:29.914157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:29.914238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:29.914269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:30.030734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:30.030886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:30.030927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:30.030957] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:30.034317] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-18T20:15:30.034609] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-18T20:15:30.034742] [INFO ] [sig       ] AEVA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:30.172007] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AEVA.txt
[2025-12-18T20:15:30.172150] [INFO ] [sig       ] [74/3568] Completed AEVA in 0.3s | 2.92 sym/s | Total: 25.3s | ETA: 19.9m
[2025-12-18T20:15:30.172189] [INFO ] [sig       ] [75/3568] Forecasting AEYE...
[2025-12-18T20:15:30.172219] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-18T20:15:30.172249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-18T20:15:30.183544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-18T20:15:30.183842] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-18T20:15:30.184624] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-18T20:15:30.184676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:30.184707] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:30.184734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:30.184790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:30.240787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:30.241432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:30.241512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:30.241545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:30.359751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:30.359910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:30.359953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:30.359983] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:30.363406] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-12-18T20:15:30.363711] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-18T20:15:30.363847] [INFO ] [sig       ] AEYE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:30.501189] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AEYE.txt
[2025-12-18T20:15:30.501342] [INFO ] [sig       ] [75/3568] Completed AEYE in 0.3s | 2.92 sym/s | Total: 25.7s | ETA: 19.9m
[2025-12-18T20:15:30.501382] [INFO ] [sig       ] [76/3568] Forecasting AFB...
[2025-12-18T20:15:30.501412] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-18T20:15:30.501444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-18T20:15:30.512496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-18T20:15:30.512790] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-18T20:15:30.513560] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-18T20:15:30.513630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:30.513662] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:30.513689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:30.513745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:30.574643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:30.575472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:30.575553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:30.575603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:30.700111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:30.700266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:30.700312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:30.700346] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:30.703847] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-18T20:15:30.704129] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-18T20:15:30.704260] [INFO ] [sig       ] AFB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:30.842826] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AFB.txt
[2025-12-18T20:15:30.842981] [INFO ] [sig       ] [76/3568] Completed AFB in 0.3s | 2.92 sym/s | Total: 26.0s | ETA: 19.9m
[2025-12-18T20:15:30.843019] [INFO ] [sig       ] [77/3568] Forecasting AFCG...
[2025-12-18T20:15:30.843049] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-18T20:15:30.843078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-18T20:15:30.854401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-18T20:15:30.854762] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-18T20:15:30.855566] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-18T20:15:30.855659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:30.855705] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:30.855735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:30.855793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:30.914358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:30.915246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:30.915332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:30.915373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:31.037454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:31.037629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:31.037674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:31.037703] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:31.041163] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=29.99%)
[2025-12-18T20:15:31.041450] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-18T20:15:31.041597] [INFO ] [sig       ] AFCG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:31.182051] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AFCG.txt
[2025-12-18T20:15:31.182178] [INFO ] [sig       ] [77/3568] Completed AFCG in 0.3s | 2.92 sym/s | Total: 26.3s | ETA: 19.9m
[2025-12-18T20:15:31.182216] [INFO ] [sig       ] [78/3568] Forecasting AFG...
[2025-12-18T20:15:31.182247] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-18T20:15:31.182278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-18T20:15:31.193644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-18T20:15:31.193916] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-18T20:15:31.194719] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-18T20:15:31.194772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:31.194829] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:31.194858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:31.194916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:31.251899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:31.252563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:31.252663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:31.252695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:31.371716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:31.371866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:31.371909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:31.371937] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:31.375285] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-12-18T20:15:31.375562] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-18T20:15:31.375745] [INFO ] [sig       ] AFG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:31.513083] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AFG.txt
[2025-12-18T20:15:31.513202] [INFO ] [sig       ] [78/3568] Completed AFG in 0.3s | 2.92 sym/s | Total: 26.7s | ETA: 19.9m
[2025-12-18T20:15:31.513241] [INFO ] [sig       ] [79/3568] Forecasting AFGC...
[2025-12-18T20:15:31.513270] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-18T20:15:31.513300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-18T20:15:31.524310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-18T20:15:31.524649] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-18T20:15:31.525533] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-18T20:15:31.525604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:31.525638] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:31.525665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:31.525722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:31.582925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:31.583647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:31.583748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:31.583783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:31.688735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:31.688875] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:15:31.688914] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:31.688942] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:31.692305] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=15.95%)
[2025-12-18T20:15:31.692605] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-18T20:15:31.692741] [INFO ] [sig       ] AFGC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:31.834272] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AFGC.txt
[2025-12-18T20:15:31.834426] [INFO ] [sig       ] [79/3568] Completed AFGC in 0.3s | 2.93 sym/s | Total: 27.0s | ETA: 19.9m
[2025-12-18T20:15:31.834465] [INFO ] [sig       ] [80/3568] Forecasting AFL...
[2025-12-18T20:15:31.834494] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-18T20:15:31.834529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-18T20:15:31.847007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-18T20:15:31.847285] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-18T20:15:31.848073] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-18T20:15:31.848124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:31.848157] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:31.848184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:31.848240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:31.908129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:31.908870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:31.908953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:31.908985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:32.027850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:32.027998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:32.028045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:32.028074] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:32.031595] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=58.40%)
[2025-12-18T20:15:32.031883] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-18T20:15:32.032018] [INFO ] [sig       ] AFL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:32.170023] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AFL.txt
[2025-12-18T20:15:32.170148] [INFO ] [sig       ] [80/3568] Completed AFL in 0.3s | 2.93 sym/s | Total: 27.3s | ETA: 19.9m
[2025-12-18T20:15:32.170186] [INFO ] [sig       ] [81/3568] Forecasting AFRI...
[2025-12-18T20:15:32.170221] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-18T20:15:32.170253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-18T20:15:32.179930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-18T20:15:32.180181] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-18T20:15:32.181090] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-18T20:15:32.181142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:32.181174] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:32.181200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:32.181257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:32.238407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:32.239084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:32.239166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:32.239200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:32.339238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:32.339407] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:15:32.339449] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:32.339525] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:32.343082] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-12-18T20:15:32.343378] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-18T20:15:32.343513] [INFO ] [sig       ] AFRI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:32.479948] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AFRI.txt
[2025-12-18T20:15:32.480105] [INFO ] [sig       ] [81/3568] Completed AFRI in 0.3s | 2.93 sym/s | Total: 27.6s | ETA: 19.8m
[2025-12-18T20:15:32.480144] [INFO ] [sig       ] [82/3568] Forecasting AFRM...
[2025-12-18T20:15:32.480173] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-18T20:15:32.480202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-18T20:15:32.492181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-18T20:15:32.492591] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-18T20:15:32.493389] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-18T20:15:32.493443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:32.493475] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:32.493501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:32.493557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:32.550482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:32.551384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:32.551474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:32.551506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:32.691307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:32.691483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:32.691535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:32.691566] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:32.695870] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=72.46%)
[2025-12-18T20:15:32.696256] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-18T20:15:32.696437] [INFO ] [sig       ] AFRM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:32.840814] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AFRM.txt
[2025-12-18T20:15:32.840967] [INFO ] [sig       ] [82/3568] Completed AFRM in 0.4s | 2.93 sym/s | Total: 28.0s | ETA: 19.8m
[2025-12-18T20:15:32.841006] [INFO ] [sig       ] [83/3568] Forecasting AFYA...
[2025-12-18T20:15:32.841036] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-18T20:15:32.841066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-18T20:15:32.853024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-18T20:15:32.853354] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-18T20:15:32.854151] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-18T20:15:32.854203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:32.854235] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:32.854261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:32.854318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:32.911156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:32.912004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:32.912096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:32.912128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:33.032077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:33.032238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:33.032280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:33.032310] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:33.035685] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-18T20:15:33.035966] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-18T20:15:33.036096] [INFO ] [sig       ] AFYA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:33.172358] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AFYA.txt
[2025-12-18T20:15:33.172501] [INFO ] [sig       ] [83/3568] Completed AFYA in 0.3s | 2.93 sym/s | Total: 28.3s | ETA: 19.8m
[2025-12-18T20:15:33.172539] [INFO ] [sig       ] [84/3568] Forecasting AG...
[2025-12-18T20:15:33.172586] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-18T20:15:33.172620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-18T20:15:33.184376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-18T20:15:33.184716] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-18T20:15:33.185484] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-18T20:15:33.185536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:33.185584] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:33.185615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:33.185672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:33.241247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:33.242046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:33.242134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:33.242167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:33.361164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:33.361319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:33.361360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:33.361403] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:33.364766] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=16.20%)
[2025-12-18T20:15:33.365045] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-18T20:15:33.365178] [INFO ] [sig       ] AG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:33.505690] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AG.txt
[2025-12-18T20:15:33.505824] [INFO ] [sig       ] [84/3568] Completed AG in 0.3s | 2.93 sym/s | Total: 28.7s | ETA: 19.8m
[2025-12-18T20:15:33.505862] [INFO ] [sig       ] [85/3568] Forecasting AGCO...
[2025-12-18T20:15:33.505892] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-18T20:15:33.505921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-18T20:15:33.517342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-18T20:15:33.517719] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-18T20:15:33.518521] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-18T20:15:33.518590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:33.518623] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:33.518649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:33.518706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:33.576831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:33.577670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:33.577756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:33.577790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:33.699636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:33.699792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:33.699835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:33.699864] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:33.703217] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-18T20:15:33.703493] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-18T20:15:33.703638] [INFO ] [sig       ] AGCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:33.840920] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AGCO.txt
[2025-12-18T20:15:33.841066] [INFO ] [sig       ] [85/3568] Completed AGCO in 0.3s | 2.93 sym/s | Total: 29.0s | ETA: 19.8m
[2025-12-18T20:15:33.841106] [INFO ] [sig       ] [86/3568] Forecasting AGD...
[2025-12-18T20:15:33.841136] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-18T20:15:33.841166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-18T20:15:33.852427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-18T20:15:33.852738] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-18T20:15:33.853517] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-18T20:15:33.853569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:33.853620] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:33.853648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:33.853709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:33.909354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:33.910089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:33.910174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:33.910235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:34.029620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:34.029774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:34.029817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:34.029845] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:34.033202] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=60.20%)
[2025-12-18T20:15:34.033482] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-18T20:15:34.033634] [INFO ] [sig       ] AGD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:34.179297] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGD.txt
[2025-12-18T20:15:34.179481] [INFO ] [sig       ] [86/3568] Completed AGD in 0.3s | 2.93 sym/s | Total: 29.3s | ETA: 19.8m
[2025-12-18T20:15:34.179532] [INFO ] [sig       ] [87/3568] Forecasting AGEN...
[2025-12-18T20:15:34.179564] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-18T20:15:34.179617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-18T20:15:34.192589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-18T20:15:34.192989] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-18T20:15:34.194255] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-18T20:15:34.194324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:34.194376] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:34.194424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:34.194510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:34.262697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:34.263615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:34.263701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:34.263735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:34.394255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:34.394414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:34.394455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:34.394484] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:34.398089] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-12-18T20:15:34.398378] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-18T20:15:34.398515] [INFO ] [sig       ] AGEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:34.535776] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AGEN.txt
[2025-12-18T20:15:34.535928] [INFO ] [sig       ] [87/3568] Completed AGEN in 0.4s | 2.93 sym/s | Total: 29.7s | ETA: 19.8m
[2025-12-18T20:15:34.535967] [INFO ] [sig       ] [88/3568] Forecasting AGI...
[2025-12-18T20:15:34.535998] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-18T20:15:34.536027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-18T20:15:34.548441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-18T20:15:34.548771] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-18T20:15:34.549566] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-18T20:15:34.549637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:34.549668] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:34.549694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:34.549761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:34.606214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:34.607120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:34.607243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:34.607278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:34.728350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:34.728510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:34.728552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:34.728600] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:34.732896] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-18T20:15:34.733176] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-18T20:15:34.733309] [INFO ] [sig       ] AGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:34.871869] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGI.txt
[2025-12-18T20:15:34.872044] [INFO ] [sig       ] [88/3568] Completed AGI in 0.3s | 2.93 sym/s | Total: 30.0s | ETA: 19.8m
[2025-12-18T20:15:34.872093] [INFO ] [sig       ] [89/3568] Forecasting AGIO...
[2025-12-18T20:15:34.872126] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-18T20:15:34.872157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-18T20:15:34.887358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-18T20:15:34.887772] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-18T20:15:34.888609] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-18T20:15:34.888853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:34.888885] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:34.888912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:34.888974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:34.946813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:34.947651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:34.947748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:34.947784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:35.076177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:35.076340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:35.076386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:35.076420] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:35.080593] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=52.56%)
[2025-12-18T20:15:35.080950] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-18T20:15:35.081130] [INFO ] [sig       ] AGIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:35.219795] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGIO.txt
[2025-12-18T20:15:35.219943] [INFO ] [sig       ] [89/3568] Completed AGIO in 0.3s | 2.93 sym/s | Total: 30.4s | ETA: 19.8m
[2025-12-18T20:15:35.220002] [INFO ] [sig       ] [90/3568] Forecasting AGM...
[2025-12-18T20:15:35.220035] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-18T20:15:35.220068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-18T20:15:35.231462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-18T20:15:35.231773] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-18T20:15:35.232545] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-18T20:15:35.232635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:35.232669] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:35.232696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:35.232753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:35.290415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:35.291264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:35.291355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:35.291394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:35.410119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:35.410275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:35.410317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:35.410346] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:35.413860] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-18T20:15:35.414144] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-18T20:15:35.414277] [INFO ] [sig       ] AGM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:35.554665] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGM.txt
[2025-12-18T20:15:35.554826] [INFO ] [sig       ] [90/3568] Completed AGM in 0.3s | 2.93 sym/s | Total: 30.7s | ETA: 19.8m
[2025-12-18T20:15:35.554867] [INFO ] [sig       ] [91/3568] Forecasting AGMH...
[2025-12-18T20:15:35.554898] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-18T20:15:35.554928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-18T20:15:35.566668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-18T20:15:35.567080] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-18T20:15:35.567947] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-18T20:15:35.568010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:35.568045] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:35.568071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:35.568129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:35.633023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:35.633906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:35.633991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:35.634025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:35.745919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:35.746070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:35.746112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:35.746142] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:35.749525] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-18T20:15:35.749818] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-18T20:15:35.749948] [INFO ] [sig       ] AGMH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:35.889445] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AGMH.txt
[2025-12-18T20:15:35.889682] [INFO ] [sig       ] [91/3568] Completed AGMH in 0.3s | 2.93 sym/s | Total: 31.0s | ETA: 19.8m
[2025-12-18T20:15:35.889729] [INFO ] [sig       ] [92/3568] Forecasting AGNC...
[2025-12-18T20:15:35.889762] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-18T20:15:35.889796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-18T20:15:35.901365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-18T20:15:35.901754] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-18T20:15:35.902570] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-18T20:15:35.902649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:35.902683] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:35.902712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:35.902770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:35.963497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:35.964400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:35.964493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:35.964527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:36.089643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:36.089808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:36.089850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:36.089878] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:36.093355] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-18T20:15:36.093670] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-18T20:15:36.093807] [INFO ] [sig       ] AGNC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:36.234464] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGNC.txt
[2025-12-18T20:15:36.234636] [INFO ] [sig       ] [92/3568] Completed AGNC in 0.3s | 2.93 sym/s | Total: 31.4s | ETA: 19.8m
[2025-12-18T20:15:36.234679] [INFO ] [sig       ] [93/3568] Forecasting AGNCL...
[2025-12-18T20:15:36.234711] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-18T20:15:36.234742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-18T20:15:36.246332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-18T20:15:36.246742] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-18T20:15:36.247533] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-18T20:15:36.247603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:36.247636] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:36.247663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:36.247719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:36.303279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:36.304019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:36.304108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:36.304142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:36.408852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:36.409003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:36.409069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:36.409102] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:36.412617] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-18T20:15:36.412900] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-18T20:15:36.413033] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:36.549824] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AGNCL.txt
[2025-12-18T20:15:36.549964] [INFO ] [sig       ] [93/3568] Completed AGNCL in 0.3s | 2.93 sym/s | Total: 31.7s | ETA: 19.7m
[2025-12-18T20:15:36.550003] [INFO ] [sig       ] [94/3568] Forecasting AGNCM...
[2025-12-18T20:15:36.550033] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-18T20:15:36.550062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-18T20:15:36.560721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-18T20:15:36.561040] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-18T20:15:36.561869] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-18T20:15:36.561922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:36.561955] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:36.561983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:36.562039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:36.619300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:36.620118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:36.620202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:36.620235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:36.726047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:36.726192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:36.726234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:36.726264] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:36.729780] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-18T20:15:36.730065] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-18T20:15:36.730198] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:36.878400] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGNCM.txt
[2025-12-18T20:15:36.878552] [INFO ] [sig       ] [94/3568] Completed AGNCM in 0.3s | 2.93 sym/s | Total: 32.0s | ETA: 19.7m
[2025-12-18T20:15:36.878615] [INFO ] [sig       ] [95/3568] Forecasting AGNCN...
[2025-12-18T20:15:36.878648] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-18T20:15:36.878678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-18T20:15:36.890607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-18T20:15:36.890887] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-18T20:15:36.891710] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-18T20:15:36.891763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:36.891821] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:36.891849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:36.891908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:36.953696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:36.954442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:36.954530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:36.954565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:37.074380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:37.074534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:37.074597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:37.074629] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:37.078201] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=28.85%)
[2025-12-18T20:15:37.078517] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-18T20:15:37.078686] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:37.227114] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AGNCN.txt
[2025-12-18T20:15:37.227277] [INFO ] [sig       ] [95/3568] Completed AGNCN in 0.3s | 2.93 sym/s | Total: 32.4s | ETA: 19.7m
[2025-12-18T20:15:37.227321] [INFO ] [sig       ] [96/3568] Forecasting AGNCO...
[2025-12-18T20:15:37.227350] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-18T20:15:37.227382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-18T20:15:37.239366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-18T20:15:37.239904] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-18T20:15:37.240955] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-18T20:15:37.241009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:37.241041] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:37.241067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:37.241124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:37.304178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:37.304995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:37.305080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:37.305112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:37.433128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:37.433293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:37.433341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:37.433371] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:37.437192] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-18T20:15:37.437529] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-18T20:15:37.437700] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:37.578717] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AGNCO.txt
[2025-12-18T20:15:37.578848] [INFO ] [sig       ] [96/3568] Completed AGNCO in 0.4s | 2.93 sym/s | Total: 32.7s | ETA: 19.7m
[2025-12-18T20:15:37.578887] [INFO ] [sig       ] [97/3568] Forecasting AGNCP...
[2025-12-18T20:15:37.578916] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-18T20:15:37.578946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-18T20:15:37.589557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-18T20:15:37.589859] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-18T20:15:37.590649] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-18T20:15:37.590701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:37.590733] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:37.590760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:37.590816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:37.658134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:37.658959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:37.659041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:37.659089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:37.788632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:37.788809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:37.788860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:37.788891] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:37.792527] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-12-18T20:15:37.792862] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-18T20:15:37.792998] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:37.932030] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AGNCP.txt
[2025-12-18T20:15:37.932172] [INFO ] [sig       ] [97/3568] Completed AGNCP in 0.4s | 2.93 sym/s | Total: 33.1s | ETA: 19.7m
[2025-12-18T20:15:37.932212] [INFO ] [sig       ] [98/3568] Forecasting AGO...
[2025-12-18T20:15:37.932240] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-18T20:15:37.932273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-18T20:15:37.943166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-18T20:15:37.943452] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-18T20:15:37.944241] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-18T20:15:37.944293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:37.944325] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:37.944351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:37.944408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:38.000068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:38.000715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:38.000796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:38.000829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:38.113854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:38.113995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:38.114035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:38.114093] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:38.117430] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2025-12-18T20:15:38.117728] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-18T20:15:38.117857] [INFO ] [sig       ] AGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:38.254139] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AGO.txt
[2025-12-18T20:15:38.254265] [INFO ] [sig       ] [98/3568] Completed AGO in 0.3s | 2.93 sym/s | Total: 33.4s | ETA: 19.7m
[2025-12-18T20:15:38.254304] [INFO ] [sig       ] [99/3568] Forecasting AGRO...
[2025-12-18T20:15:38.254334] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-18T20:15:38.254363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-18T20:15:38.265679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-18T20:15:38.265968] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-18T20:15:38.266814] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-18T20:15:38.266867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:38.266898] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:38.266925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:38.266992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:38.323067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:38.323677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:38.323756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:38.323787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:38.444047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:38.444190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:38.444231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:38.444259] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:38.447606] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-18T20:15:38.447896] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-18T20:15:38.448023] [INFO ] [sig       ] AGRO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:38.594538] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGRO.txt
[2025-12-18T20:15:38.594694] [INFO ] [sig       ] [99/3568] Completed AGRO in 0.3s | 2.93 sym/s | Total: 33.7s | ETA: 19.7m
[2025-12-18T20:15:38.594743] [INFO ] [sig       ] [100/3568] Forecasting AGX...
[2025-12-18T20:15:38.594775] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-18T20:15:38.594805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-18T20:15:38.608023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-18T20:15:38.608358] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-18T20:15:38.609462] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-18T20:15:38.609517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:38.609550] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:38.609608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:38.609675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:38.676478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:38.677211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:38.677302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:38.677340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:38.801521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:38.801699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:38.801748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:38.801778] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:38.805417] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=81.60%)
[2025-12-18T20:15:38.805727] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-18T20:15:38.805861] [INFO ] [sig       ] AGX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:38.960852] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGX.txt
[2025-12-18T20:15:38.960997] [INFO ] [sig       ] [100/3568] Completed AGX in 0.4s | 2.93 sym/s | Total: 34.1s | ETA: 19.7m
[2025-12-18T20:15:38.961040] [INFO ] [sig       ] [101/3568] Forecasting AGYS...
[2025-12-18T20:15:38.961079] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-18T20:15:38.961120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-18T20:15:38.975162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-18T20:15:38.975464] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-18T20:15:38.976349] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-18T20:15:38.976421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:38.976460] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:38.976488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:38.976547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:39.035737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:39.036361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:39.036441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:39.036474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:39.155615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:39.155772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:39.155813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:39.155841] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:39.159271] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-18T20:15:39.159563] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-18T20:15:39.159714] [INFO ] [sig       ] AGYS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:39.300953] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGYS.txt
[2025-12-18T20:15:39.301127] [INFO ] [sig       ] [101/3568] Completed AGYS in 0.3s | 2.93 sym/s | Total: 34.5s | ETA: 19.7m
[2025-12-18T20:15:39.301180] [INFO ] [sig       ] [102/3568] Forecasting AGZD...
[2025-12-18T20:15:39.301211] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-18T20:15:39.301242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-18T20:15:39.312407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-18T20:15:39.312812] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-18T20:15:39.313607] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-18T20:15:39.313659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:39.313691] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:39.313717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:39.313773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:39.370071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:39.370958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:39.371052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:39.371087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:39.482300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:39.482459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:39.482501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:39.482529] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:39.485918] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-18T20:15:39.486204] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-18T20:15:39.486333] [INFO ] [sig       ] AGZD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:39.628503] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AGZD.txt
[2025-12-18T20:15:39.628683] [INFO ] [sig       ] [102/3568] Completed AGZD in 0.3s | 2.93 sym/s | Total: 34.8s | ETA: 19.7m
[2025-12-18T20:15:39.628724] [INFO ] [sig       ] [103/3568] Forecasting AHCO...
[2025-12-18T20:15:39.628754] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-18T20:15:39.628783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-18T20:15:39.642619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-18T20:15:39.642999] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-18T20:15:39.643798] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-18T20:15:39.643850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:39.643882] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:39.643908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:39.643964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:39.700514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:39.701414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:39.701497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:39.701530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:39.819596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:39.819742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:39.819782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:39.819810] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:39.823113] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-18T20:15:39.823386] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-18T20:15:39.823512] [INFO ] [sig       ] AHCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:39.961978] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AHCO.txt
[2025-12-18T20:15:39.962137] [INFO ] [sig       ] [103/3568] Completed AHCO in 0.3s | 2.93 sym/s | Total: 35.1s | ETA: 19.7m
[2025-12-18T20:15:39.962176] [INFO ] [sig       ] [104/3568] Forecasting AHH...
[2025-12-18T20:15:39.962207] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-18T20:15:39.962237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-18T20:15:39.974661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-18T20:15:39.975044] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-18T20:15:39.975846] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-18T20:15:39.975899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:39.975930] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:39.975956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:39.976012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:40.037483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:40.038357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:40.038445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:40.038478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:40.164310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:40.164471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:40.164513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:40.164542] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:40.168147] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=31.92%)
[2025-12-18T20:15:40.168453] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-18T20:15:40.168604] [INFO ] [sig       ] AHH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:40.314036] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AHH.txt
[2025-12-18T20:15:40.314216] [INFO ] [sig       ] [104/3568] Completed AHH in 0.4s | 2.93 sym/s | Total: 35.5s | ETA: 19.7m
[2025-12-18T20:15:40.314270] [INFO ] [sig       ] [105/3568] Forecasting AI...
[2025-12-18T20:15:40.314304] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-18T20:15:40.314336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-18T20:15:40.326509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-18T20:15:40.326889] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-18T20:15:40.327708] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-18T20:15:40.327762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:40.327794] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:40.327823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:40.327899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:40.387557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:40.388444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:40.388566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:40.388621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:40.511602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:40.511770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:40.511823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:40.511855] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:40.515672] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-18T20:15:40.515982] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-18T20:15:40.516123] [INFO ] [sig       ] AI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:40.673140] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AI.txt
[2025-12-18T20:15:40.673467] [INFO ] [sig       ] [105/3568] Completed AI in 0.4s | 2.93 sym/s | Total: 35.8s | ETA: 19.7m
[2025-12-18T20:15:40.673530] [INFO ] [sig       ] [106/3568] Forecasting AIA...
[2025-12-18T20:15:40.673598] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-18T20:15:40.673641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-18T20:15:40.687164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-18T20:15:40.687554] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-18T20:15:40.688442] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-18T20:15:40.688496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:40.688529] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:40.688557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:40.688645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:40.751075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:40.752094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:40.752201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:40.752240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:40.880806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:40.880974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:40.881023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:40.881053] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:40.884796] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-18T20:15:40.885112] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-18T20:15:40.885279] [INFO ] [sig       ] AIA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:41.022854] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AIA.txt
[2025-12-18T20:15:41.022981] [INFO ] [sig       ] [106/3568] Completed AIA in 0.3s | 2.93 sym/s | Total: 36.2s | ETA: 19.7m
[2025-12-18T20:15:41.023020] [INFO ] [sig       ] [107/3568] Forecasting AIFF...
[2025-12-18T20:15:41.023049] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-18T20:15:41.023079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-18T20:15:41.035092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-18T20:15:41.035372] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-18T20:15:41.036281] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-18T20:15:41.036333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:41.036365] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:41.036392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:41.036448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:41.091874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:41.092462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:41.092541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:41.092590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:41.211398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:41.211533] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:15:41.211588] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:41.211621] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:41.214885] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-12-18T20:15:41.215154] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-18T20:15:41.215281] [INFO ] [sig       ] AIFF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:41.389733] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AIFF.txt
[2025-12-18T20:15:41.389900] [INFO ] [sig       ] [107/3568] Completed AIFF in 0.4s | 2.93 sym/s | Total: 36.5s | ETA: 19.7m
[2025-12-18T20:15:41.389940] [INFO ] [sig       ] [108/3568] Forecasting AIG...
[2025-12-18T20:15:41.389970] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-18T20:15:41.390000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-18T20:15:41.402320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-18T20:15:41.402769] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-18T20:15:41.403656] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-18T20:15:41.403711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:41.403744] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:41.403772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:41.403830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:41.464676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:41.465619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:41.465712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:41.465745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:41.593928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:41.594103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:41.594175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:41.594207] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:41.598136] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=77.76%)
[2025-12-18T20:15:41.598589] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-18T20:15:41.598763] [INFO ] [sig       ] AIG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:41.743904] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AIG.txt
[2025-12-18T20:15:41.744149] [INFO ] [sig       ] [108/3568] Completed AIG in 0.4s | 2.93 sym/s | Total: 36.9s | ETA: 19.7m
[2025-12-18T20:15:41.744211] [INFO ] [sig       ] [109/3568] Forecasting AIMD...
[2025-12-18T20:15:41.744254] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-18T20:15:41.744298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-18T20:15:41.755845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-18T20:15:41.756244] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-18T20:15:41.757192] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-18T20:15:41.757249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:41.757284] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:41.757314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:41.757374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:41.819951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:41.820886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:41.820977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:41.821011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:41.939249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:41.939410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:41.939452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:41.939481] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:41.943290] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=57.97%)
[2025-12-18T20:15:41.943624] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-18T20:15:41.943767] [INFO ] [sig       ] AIMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:42.088855] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AIMD.txt
[2025-12-18T20:15:42.089017] [INFO ] [sig       ] [109/3568] Completed AIMD in 0.3s | 2.93 sym/s | Total: 37.2s | ETA: 19.7m
[2025-12-18T20:15:42.089088] [INFO ] [sig       ] [110/3568] Forecasting AIO...
[2025-12-18T20:15:42.089124] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-18T20:15:42.089157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-18T20:15:42.101500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-18T20:15:42.101936] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-18T20:15:42.102844] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-18T20:15:42.102901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:42.102935] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:42.102964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:42.103023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:42.160366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:42.161245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:42.161329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:42.161362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:42.281072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:42.281229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:42.281272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:42.281300] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:42.284739] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2025-12-18T20:15:42.285051] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-18T20:15:42.285189] [INFO ] [sig       ] AIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:42.422994] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AIO.txt
[2025-12-18T20:15:42.423154] [INFO ] [sig       ] [110/3568] Completed AIO in 0.3s | 2.93 sym/s | Total: 37.6s | ETA: 19.7m
[2025-12-18T20:15:42.423194] [INFO ] [sig       ] [111/3568] Forecasting AIP...
[2025-12-18T20:15:42.423225] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-18T20:15:42.423255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-18T20:15:42.434512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-18T20:15:42.434887] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-18T20:15:42.435694] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-18T20:15:42.435746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:42.435777] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:42.435803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:42.435858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:42.491970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:42.492879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:42.492980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:42.493013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:42.617177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:42.617365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:42.617416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:42.617446] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:42.621347] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-12-18T20:15:42.621769] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-18T20:15:42.621933] [INFO ] [sig       ] AIP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:42.764654] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AIP.txt
[2025-12-18T20:15:42.764812] [INFO ] [sig       ] [111/3568] Completed AIP in 0.3s | 2.93 sym/s | Total: 37.9s | ETA: 19.7m
[2025-12-18T20:15:42.764853] [INFO ] [sig       ] [112/3568] Forecasting AIPI...
[2025-12-18T20:15:42.764892] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-18T20:15:42.764923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-18T20:15:42.776982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-18T20:15:42.777362] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-18T20:15:42.778222] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-18T20:15:42.778276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:42.778347] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:42.778379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:42.778438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:42.837238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:42.838182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:42.838271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:42.838304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:42.954980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:42.955137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:42.955180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:42.955208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:42.958613] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=71.68%)
[2025-12-18T20:15:42.958891] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-18T20:15:42.959020] [INFO ] [sig       ] AIPI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:43.095199] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AIPI.txt
[2025-12-18T20:15:43.095320] [INFO ] [sig       ] [112/3568] Completed AIPI in 0.3s | 2.93 sym/s | Total: 38.3s | ETA: 19.7m
[2025-12-18T20:15:43.095359] [INFO ] [sig       ] [113/3568] Forecasting AIQ...
[2025-12-18T20:15:43.095389] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-18T20:15:43.095418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-18T20:15:43.106280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-18T20:15:43.106539] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-18T20:15:43.107331] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-18T20:15:43.107383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:43.107414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:43.107440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:43.107496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:43.162824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:43.163439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:43.163518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:43.163549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:43.286114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:43.286287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:43.286340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:43.286370] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:43.289888] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=76.93%)
[2025-12-18T20:15:43.290175] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-18T20:15:43.290310] [INFO ] [sig       ] AIQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:43.427627] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AIQ.txt
[2025-12-18T20:15:43.427751] [INFO ] [sig       ] [113/3568] Completed AIQ in 0.3s | 2.93 sym/s | Total: 38.6s | ETA: 19.7m
[2025-12-18T20:15:43.427790] [INFO ] [sig       ] [114/3568] Forecasting AIRG...
[2025-12-18T20:15:43.427819] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-18T20:15:43.427848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-18T20:15:43.438368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-18T20:15:43.438695] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-18T20:15:43.439493] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-18T20:15:43.439544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:43.439602] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:43.439632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:43.439699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:43.495231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:43.495868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:43.495947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:43.495979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:43.601306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:43.601492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:43.601559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:43.601640] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:43.605115] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-18T20:15:43.605443] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-18T20:15:43.605622] [INFO ] [sig       ] AIRG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:43.750696] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AIRG.txt
[2025-12-18T20:15:43.750822] [INFO ] [sig       ] [114/3568] Completed AIRG in 0.3s | 2.93 sym/s | Total: 38.9s | ETA: 19.6m
[2025-12-18T20:15:43.750868] [INFO ] [sig       ] [115/3568] Forecasting AIRJ...
[2025-12-18T20:15:43.750926] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-18T20:15:43.750962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-18T20:15:43.762132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-18T20:15:43.762394] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-18T20:15:43.763177] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-18T20:15:43.763229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:43.763260] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:43.763286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:43.763341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:43.818791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:43.819402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:43.819480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:43.819511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:43.936075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:43.936219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:43.936260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:43.936321] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:43.939712] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=19.79%)
[2025-12-18T20:15:43.939990] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-18T20:15:43.940120] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:44.079810] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AIRJ.txt
[2025-12-18T20:15:44.079945] [INFO ] [sig       ] [115/3568] Completed AIRJ in 0.3s | 2.93 sym/s | Total: 39.2s | ETA: 19.6m
[2025-12-18T20:15:44.079983] [INFO ] [sig       ] [116/3568] Forecasting AIRS...
[2025-12-18T20:15:44.080018] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-18T20:15:44.080048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-18T20:15:44.091333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-18T20:15:44.091619] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-18T20:15:44.092411] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-18T20:15:44.092463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:44.092495] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:44.092522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:44.092599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:44.148555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:44.149223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:44.149301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:44.149333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:44.269080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:44.269207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:44.269246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:44.269275] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:44.272546] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-12-18T20:15:44.272841] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-18T20:15:44.272968] [INFO ] [sig       ] AIRS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:44.410739] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AIRS.txt
[2025-12-18T20:15:44.410845] [INFO ] [sig       ] [116/3568] Completed AIRS in 0.3s | 2.93 sym/s | Total: 39.6s | ETA: 19.6m
[2025-12-18T20:15:44.410883] [INFO ] [sig       ] [117/3568] Forecasting AISP...
[2025-12-18T20:15:44.410912] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-18T20:15:44.410942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-18T20:15:44.422097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-18T20:15:44.422357] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-18T20:15:44.423135] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-18T20:15:44.423185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:44.423217] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:44.423242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:44.423299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:44.479965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:44.480565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:44.480659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:44.480690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:44.598791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:44.598895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:44.598931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:44.598962] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:44.602341] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=58.49%)
[2025-12-18T20:15:44.602798] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-18T20:15:44.602952] [INFO ] [sig       ] AISP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:44.743393] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AISP.txt
[2025-12-18T20:15:44.743534] [INFO ] [sig       ] [117/3568] Completed AISP in 0.3s | 2.93 sym/s | Total: 39.9s | ETA: 19.6m
[2025-12-18T20:15:44.743594] [INFO ] [sig       ] [118/3568] Forecasting AIZN...
[2025-12-18T20:15:44.743626] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-18T20:15:44.743657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-18T20:15:44.754928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-18T20:15:44.755240] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-18T20:15:44.756054] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-18T20:15:44.756106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:44.756138] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:44.756166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:44.756223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:44.812795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:44.813556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:44.813651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:44.813684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:44.921042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:44.921167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:44.921205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:44.921234] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:44.924482] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-18T20:15:44.924774] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-18T20:15:44.924899] [INFO ] [sig       ] AIZN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:45.062434] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AIZN.txt
[2025-12-18T20:15:45.062553] [INFO ] [sig       ] [118/3568] Completed AIZN in 0.3s | 2.93 sym/s | Total: 40.2s | ETA: 19.6m
[2025-12-18T20:15:45.062610] [INFO ] [sig       ] [119/3568] Forecasting AJG...
[2025-12-18T20:15:45.062640] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-18T20:15:45.062670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-18T20:15:45.073874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-18T20:15:45.074138] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-18T20:15:45.074912] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-18T20:15:45.074963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:45.074996] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:45.075022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:45.075079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:45.131312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:45.131938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:45.132015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:45.132047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:45.258464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:45.258617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:45.258659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:45.258703] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:45.261995] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-18T20:15:45.262267] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-18T20:15:45.262394] [INFO ] [sig       ] AJG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:45.404179] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AJG.txt
[2025-12-18T20:15:45.404339] [INFO ] [sig       ] [119/3568] Completed AJG in 0.3s | 2.93 sym/s | Total: 40.6s | ETA: 19.6m
[2025-12-18T20:15:45.404380] [INFO ] [sig       ] [120/3568] Forecasting AKAM...
[2025-12-18T20:15:45.404412] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-18T20:15:45.404443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-18T20:15:45.416414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-18T20:15:45.416843] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-18T20:15:45.417667] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-18T20:15:45.417720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:45.417752] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:45.417778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:45.417834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:45.473281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:45.474614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:45.474716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:45.474758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:45.624099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:45.624349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:45.624421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:45.624473] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:45.630216] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2025-12-18T20:15:45.630751] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-18T20:15:45.630975] [INFO ] [sig       ] AKAM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:45.856324] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AKAM.txt
[2025-12-18T20:15:45.856612] [INFO ] [sig       ] [120/3568] Completed AKAM in 0.5s | 2.93 sym/s | Total: 41.0s | ETA: 19.6m
[2025-12-18T20:15:45.856682] [INFO ] [sig       ] [121/3568] Forecasting AKBA...
[2025-12-18T20:15:45.856734] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-18T20:15:45.856785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-18T20:15:45.881990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-18T20:15:45.882500] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-18T20:15:45.883462] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-18T20:15:45.883522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:45.883555] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:45.883608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:45.883685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:45.980052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:45.981609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:45.981770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:45.981846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:46.174070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:46.174279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:46.174346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:46.174391] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:46.179881] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=86.94%)
[2025-12-18T20:15:46.180444] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-18T20:15:46.180689] [INFO ] [sig       ] AKBA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:46.423415] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AKBA.txt
[2025-12-18T20:15:46.423819] [INFO ] [sig       ] [121/3568] Completed AKBA in 0.6s | 2.91 sym/s | Total: 41.6s | ETA: 19.7m
[2025-12-18T20:15:46.423904] [INFO ] [sig       ] [122/3568] Forecasting AL...
[2025-12-18T20:15:46.423958] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-18T20:15:46.424016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-18T20:15:46.442632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-18T20:15:46.443132] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-18T20:15:46.444283] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-18T20:15:46.444343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:46.444396] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:46.444431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:46.444517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:46.514165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:46.515321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:46.515520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:46.515561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:46.661273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:46.661451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:46.661498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:46.661528] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:46.665354] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=58.84%)
[2025-12-18T20:15:46.665781] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-18T20:15:46.665971] [INFO ] [sig       ] AL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:46.814561] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AL.txt
[2025-12-18T20:15:46.814742] [INFO ] [sig       ] [122/3568] Completed AL in 0.4s | 2.91 sym/s | Total: 42.0s | ETA: 19.8m
[2025-12-18T20:15:46.814782] [INFO ] [sig       ] [123/3568] Forecasting ALAB...
[2025-12-18T20:15:46.814812] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-18T20:15:46.814844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-18T20:15:46.827033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-18T20:15:46.827449] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-18T20:15:46.828291] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-18T20:15:46.828344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:46.828378] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:46.828406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:46.828486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:46.885557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:46.886476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:46.886605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:46.886643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:47.012649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:47.012827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:47.012879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:47.012915] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:47.018062] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-18T20:15:47.018535] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-18T20:15:47.018750] [INFO ] [sig       ] ALAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:47.180198] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALAB.txt
[2025-12-18T20:15:47.180356] [INFO ] [sig       ] [123/3568] Completed ALAB in 0.4s | 2.91 sym/s | Total: 42.3s | ETA: 19.8m
[2025-12-18T20:15:47.180406] [INFO ] [sig       ] [124/3568] Forecasting ALB...
[2025-12-18T20:15:47.180449] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-18T20:15:47.180483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-18T20:15:47.194856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-18T20:15:47.195559] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-18T20:15:47.196747] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-18T20:15:47.196819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:47.196865] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:47.196899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:47.196978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:47.267753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:47.268669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:47.268761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:47.268795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:47.418893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:47.419100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:47.419146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:47.419175] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:47.422678] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-18T20:15:47.423021] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-18T20:15:47.423198] [INFO ] [sig       ] ALB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:47.594167] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALB.txt
[2025-12-18T20:15:47.594321] [INFO ] [sig       ] [124/3568] Completed ALB in 0.4s | 2.90 sym/s | Total: 42.7s | ETA: 19.8m
[2025-12-18T20:15:47.594361] [INFO ] [sig       ] [125/3568] Forecasting ALC...
[2025-12-18T20:15:47.594393] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-18T20:15:47.594423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-18T20:15:47.607546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-18T20:15:47.607985] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-18T20:15:47.608861] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-18T20:15:47.608947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:47.608994] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:47.609030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:47.609128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:47.668804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:47.669752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:47.669844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:47.669879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:47.793414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:47.793634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:47.793689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:47.793724] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:47.797277] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-18T20:15:47.797602] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-18T20:15:47.797747] [INFO ] [sig       ] ALC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:47.953803] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALC.txt
[2025-12-18T20:15:47.954034] [INFO ] [sig       ] [125/3568] Completed ALC in 0.4s | 2.90 sym/s | Total: 43.1s | ETA: 19.8m
[2025-12-18T20:15:47.954078] [INFO ] [sig       ] [126/3568] Forecasting ALCO...
[2025-12-18T20:15:47.954108] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-18T20:15:47.954140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-18T20:15:47.965835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-18T20:15:47.966301] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-18T20:15:47.967158] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-18T20:15:47.967213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:47.967248] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:47.967276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:47.967334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:48.036453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:48.037386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:48.037493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:48.037528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:48.175172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:48.175328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:48.175372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:48.175404] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:48.178900] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-12-18T20:15:48.179221] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-18T20:15:48.179356] [INFO ] [sig       ] ALCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:48.334928] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALCO.txt
[2025-12-18T20:15:48.335058] [INFO ] [sig       ] [126/3568] Completed ALCO in 0.4s | 2.90 sym/s | Total: 43.5s | ETA: 19.8m
[2025-12-18T20:15:48.335097] [INFO ] [sig       ] [127/3568] Forecasting ALDX...
[2025-12-18T20:15:48.335126] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-18T20:15:48.335156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-18T20:15:48.346427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-18T20:15:48.346696] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-18T20:15:48.347464] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-18T20:15:48.347515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:48.347547] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:48.347592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:48.347652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:48.407886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:48.408642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:48.408726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:48.408760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:48.529840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:48.529997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:48.530040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:48.530069] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:48.533511] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-18T20:15:48.533821] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-18T20:15:48.533953] [INFO ] [sig       ] ALDX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:48.672501] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALDX.txt
[2025-12-18T20:15:48.672672] [INFO ] [sig       ] [127/3568] Completed ALDX in 0.3s | 2.90 sym/s | Total: 43.8s | ETA: 19.8m
[2025-12-18T20:15:48.672716] [INFO ] [sig       ] [128/3568] Forecasting ALEC...
[2025-12-18T20:15:48.672753] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-18T20:15:48.672784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-18T20:15:48.685373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-18T20:15:48.685764] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-18T20:15:48.686555] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-18T20:15:48.686637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:48.686670] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:48.686697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:48.686757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:48.747595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:48.748471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:48.748598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:48.748652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:48.884717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:48.884874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:48.884918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:48.884959] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:48.888840] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-12-18T20:15:48.889215] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-18T20:15:48.889375] [INFO ] [sig       ] ALEC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:49.036298] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALEC.txt
[2025-12-18T20:15:49.036458] [INFO ] [sig       ] [128/3568] Completed ALEC in 0.4s | 2.90 sym/s | Total: 44.2s | ETA: 19.8m
[2025-12-18T20:15:49.036502] [INFO ] [sig       ] [129/3568] Forecasting ALEX...
[2025-12-18T20:15:49.036534] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-18T20:15:49.036564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-18T20:15:49.049437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-18T20:15:49.049843] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-18T20:15:49.050717] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-18T20:15:49.050771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:49.050831] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:49.050860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:49.050919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:49.108472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:49.112967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:49.113177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:49.113214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:49.234442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:49.234617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:49.234661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:49.234689] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:49.238132] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=34.30%)
[2025-12-18T20:15:49.238438] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-18T20:15:49.238588] [INFO ] [sig       ] ALEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:49.378303] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALEX.txt
[2025-12-18T20:15:49.378467] [INFO ] [sig       ] [129/3568] Completed ALEX in 0.3s | 2.90 sym/s | Total: 44.5s | ETA: 19.8m
[2025-12-18T20:15:49.378515] [INFO ] [sig       ] [130/3568] Forecasting ALG...
[2025-12-18T20:15:49.378548] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-18T20:15:49.378605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-18T20:15:49.391624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-18T20:15:49.391995] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-18T20:15:49.392907] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-18T20:15:49.392977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:49.393021] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:49.393055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:49.393124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:49.457833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:49.458737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:49.458832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:49.458866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:49.593019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:49.593173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:49.593219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:49.593261] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:49.597013] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-18T20:15:49.597354] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-18T20:15:49.597511] [INFO ] [sig       ] ALG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:49.814651] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALG.txt
[2025-12-18T20:15:49.814835] [INFO ] [sig       ] [130/3568] Completed ALG in 0.4s | 2.89 sym/s | Total: 45.0s | ETA: 19.8m
[2025-12-18T20:15:49.814898] [INFO ] [sig       ] [131/3568] Forecasting ALGM...
[2025-12-18T20:15:49.814945] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-18T20:15:49.814991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-18T20:15:49.827084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-18T20:15:49.827492] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-18T20:15:49.828445] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-18T20:15:49.828500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:49.828534] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:49.828560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:49.828642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:49.895641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:49.896702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:49.896796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:49.896831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:50.030445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:50.030627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:50.030686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:50.030731] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:50.034596] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=14.86%)
[2025-12-18T20:15:50.034919] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-18T20:15:50.035078] [INFO ] [sig       ] ALGM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:50.189041] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALGM.txt
[2025-12-18T20:15:50.189207] [INFO ] [sig       ] [131/3568] Completed ALGM in 0.4s | 2.89 sym/s | Total: 45.3s | ETA: 19.8m
[2025-12-18T20:15:50.189249] [INFO ] [sig       ] [132/3568] Forecasting ALGN...
[2025-12-18T20:15:50.189279] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-18T20:15:50.189310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-18T20:15:50.202008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-18T20:15:50.202353] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-18T20:15:50.203277] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-18T20:15:50.203341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:50.203387] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:50.203430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:50.203500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:50.268011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:50.268880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:50.268978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:50.269022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:50.394351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:50.394533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:50.394599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:50.394677] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:50.398468] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=58.71%)
[2025-12-18T20:15:50.398798] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-18T20:15:50.398936] [INFO ] [sig       ] ALGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:50.536001] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALGN.txt
[2025-12-18T20:15:50.536143] [INFO ] [sig       ] [132/3568] Completed ALGN in 0.3s | 2.89 sym/s | Total: 45.7s | ETA: 19.8m
[2025-12-18T20:15:50.536183] [INFO ] [sig       ] [133/3568] Forecasting ALGS...
[2025-12-18T20:15:50.536212] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-18T20:15:50.536243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-18T20:15:50.547390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-18T20:15:50.547716] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-18T20:15:50.548494] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-18T20:15:50.548547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:50.548599] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:50.548628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:50.548685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:50.606934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:50.607719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:50.607804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:50.607837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:50.725920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:50.726072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:50.726118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:50.726147] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:50.729543] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-18T20:15:50.729844] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-18T20:15:50.729984] [INFO ] [sig       ] ALGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:50.865926] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALGS.txt
[2025-12-18T20:15:50.866063] [INFO ] [sig       ] [133/3568] Completed ALGS in 0.3s | 2.89 sym/s | Total: 46.0s | ETA: 19.8m
[2025-12-18T20:15:50.866102] [INFO ] [sig       ] [134/3568] Forecasting ALHC...
[2025-12-18T20:15:50.866131] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-18T20:15:50.866161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-18T20:15:50.879281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-18T20:15:50.879614] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-18T20:15:50.880549] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-18T20:15:50.880625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:50.880658] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:50.880685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:50.880743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:50.936776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:50.937510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:50.937608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:50.937643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:51.053448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:51.053620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:51.053663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:51.053693] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:51.057052] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-18T20:15:51.057333] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-18T20:15:51.057467] [INFO ] [sig       ] ALHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:51.213467] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALHC.txt
[2025-12-18T20:15:51.213633] [INFO ] [sig       ] [134/3568] Completed ALHC in 0.3s | 2.89 sym/s | Total: 46.4s | ETA: 19.8m
[2025-12-18T20:15:51.213675] [INFO ] [sig       ] [135/3568] Forecasting ALK...
[2025-12-18T20:15:51.213707] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-18T20:15:51.213739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-18T20:15:51.225483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-18T20:15:51.225855] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-18T20:15:51.226649] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-18T20:15:51.226701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:51.226733] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:51.226760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:51.226820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:51.283108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:51.283870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:51.283954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:51.283986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:51.406968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:51.407150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:51.407197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:51.407227] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:51.410775] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-18T20:15:51.411064] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-18T20:15:51.411200] [INFO ] [sig       ] ALK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:51.547263] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALK.txt
[2025-12-18T20:15:51.547402] [INFO ] [sig       ] [135/3568] Completed ALK in 0.3s | 2.89 sym/s | Total: 46.7s | ETA: 19.8m
[2025-12-18T20:15:51.547440] [INFO ] [sig       ] [136/3568] Forecasting ALKS...
[2025-12-18T20:15:51.547469] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-18T20:15:51.547500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-18T20:15:51.559718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-18T20:15:51.560095] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-18T20:15:51.560942] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-18T20:15:51.560996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:51.561039] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:51.561068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:51.561125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:51.620690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:51.621643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:51.621727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:51.621761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:51.743124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:51.743287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:51.743331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:51.743361] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:51.746937] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-12-18T20:15:51.747241] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-18T20:15:51.747381] [INFO ] [sig       ] ALKS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:51.890869] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALKS.txt
[2025-12-18T20:15:51.891004] [INFO ] [sig       ] [136/3568] Completed ALKS in 0.3s | 2.89 sym/s | Total: 47.0s | ETA: 19.8m
[2025-12-18T20:15:51.891043] [INFO ] [sig       ] [137/3568] Forecasting ALL...
[2025-12-18T20:15:51.891074] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-18T20:15:51.891104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-18T20:15:51.902257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-18T20:15:51.902596] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-18T20:15:51.903430] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-18T20:15:51.903494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:51.903529] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:51.903555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:51.903632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:51.963556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:51.964446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:51.964537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:51.964570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:52.085712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:52.085872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:52.085914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:52.085945] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:52.089483] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=68.01%)
[2025-12-18T20:15:52.089785] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-18T20:15:52.089921] [INFO ] [sig       ] ALL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:52.232229] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALL.txt
[2025-12-18T20:15:52.232393] [INFO ] [sig       ] [137/3568] Completed ALL in 0.3s | 2.89 sym/s | Total: 47.4s | ETA: 19.8m
[2025-12-18T20:15:52.232448] [INFO ] [sig       ] [138/3568] Forecasting ALLE...
[2025-12-18T20:15:52.232479] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-18T20:15:52.232509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-18T20:15:52.243757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-18T20:15:52.244043] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-18T20:15:52.244834] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-18T20:15:52.244885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:52.244917] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:52.244942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:52.244997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:52.304656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:52.305522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:52.305630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:52.305667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:52.424240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:52.424404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:52.424454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:52.424486] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:52.428043] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=69.00%)
[2025-12-18T20:15:52.428355] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-18T20:15:52.428509] [INFO ] [sig       ] ALLE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:52.568278] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALLE.txt
[2025-12-18T20:15:52.568408] [INFO ] [sig       ] [138/3568] Completed ALLE in 0.3s | 2.89 sym/s | Total: 47.7s | ETA: 19.8m
[2025-12-18T20:15:52.568447] [INFO ] [sig       ] [139/3568] Forecasting ALLO...
[2025-12-18T20:15:52.568477] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-18T20:15:52.568507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-18T20:15:52.580016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-18T20:15:52.580310] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-18T20:15:52.581127] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-18T20:15:52.581179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:52.581210] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:52.581238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:52.581294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:52.642738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:52.643665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:52.643782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:52.643823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:52.766198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:52.766363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:52.766407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:52.766437] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:52.770098] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-18T20:15:52.770407] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-18T20:15:52.770544] [INFO ] [sig       ] ALLO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:52.911231] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALLO.txt
[2025-12-18T20:15:52.911386] [INFO ] [sig       ] [139/3568] Completed ALLO in 0.3s | 2.89 sym/s | Total: 48.1s | ETA: 19.8m
[2025-12-18T20:15:52.911433] [INFO ] [sig       ] [140/3568] Forecasting ALLY...
[2025-12-18T20:15:52.911463] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-18T20:15:52.911495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-18T20:15:52.923416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-18T20:15:52.923816] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-18T20:15:52.925175] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-18T20:15:52.925230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:52.925273] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:52.925308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:52.925377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:52.986214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:52.987108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:52.987203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:52.987237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:53.109856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:53.110016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:53.110058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:53.110088] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:53.113536] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=44.94%)
[2025-12-18T20:15:53.113855] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-18T20:15:53.113991] [INFO ] [sig       ] ALLY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:53.255887] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALLY.txt
[2025-12-18T20:15:53.256042] [INFO ] [sig       ] [140/3568] Completed ALLY in 0.3s | 2.89 sym/s | Total: 48.4s | ETA: 19.8m
[2025-12-18T20:15:53.256082] [INFO ] [sig       ] [141/3568] Forecasting ALMS...
[2025-12-18T20:15:53.256111] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-18T20:15:53.256143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-18T20:15:53.266963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-18T20:15:53.267243] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-18T20:15:53.268036] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-18T20:15:53.268089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:53.268121] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:53.268148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:53.268204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:53.324801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:53.325430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:53.325509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:53.325555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:53.450930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:53.451099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:53.451144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:53.451172] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:53.454708] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-18T20:15:53.455015] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-18T20:15:53.455171] [INFO ] [sig       ] ALMS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:53.598138] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALMS.txt
[2025-12-18T20:15:53.598262] [INFO ] [sig       ] [141/3568] Completed ALMS in 0.3s | 2.89 sym/s | Total: 48.8s | ETA: 19.7m
[2025-12-18T20:15:53.598300] [INFO ] [sig       ] [142/3568] Forecasting ALNY...
[2025-12-18T20:15:53.598330] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-18T20:15:53.598359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-18T20:15:53.611087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-18T20:15:53.611443] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-18T20:15:53.612316] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-18T20:15:53.612367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:53.612399] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:53.612426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:53.612491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:53.670155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:53.670877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:53.670960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:53.670993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:53.790052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:53.790205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:53.790248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:53.790278] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:53.793762] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-18T20:15:53.794042] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-18T20:15:53.794196] [INFO ] [sig       ] ALNY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:53.937547] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALNY.txt
[2025-12-18T20:15:53.937753] [INFO ] [sig       ] [142/3568] Completed ALNY in 0.3s | 2.89 sym/s | Total: 49.1s | ETA: 19.7m
[2025-12-18T20:15:53.937794] [INFO ] [sig       ] [143/3568] Forecasting ALRM...
[2025-12-18T20:15:53.937826] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-18T20:15:53.937857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-18T20:15:53.949096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-18T20:15:53.949468] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-18T20:15:53.950289] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-18T20:15:53.950342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:53.950374] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:53.950401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:53.950457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:54.006798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:54.007679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:54.007763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:54.007795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:54.138378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:54.138594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:54.138659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:54.138690] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:54.142534] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-12-18T20:15:54.142867] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-18T20:15:54.143016] [INFO ] [sig       ] ALRM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:54.291538] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALRM.txt
[2025-12-18T20:15:54.291715] [INFO ] [sig       ] [143/3568] Completed ALRM in 0.4s | 2.89 sym/s | Total: 49.4s | ETA: 19.7m
[2025-12-18T20:15:54.291756] [INFO ] [sig       ] [144/3568] Forecasting ALRS...
[2025-12-18T20:15:54.291787] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-18T20:15:54.291818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-18T20:15:54.303191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-18T20:15:54.303475] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-18T20:15:54.304263] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-18T20:15:54.304314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:54.304346] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:54.304373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:54.304430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:54.360927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:54.361705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:54.361787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:54.361821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:54.483835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:54.483991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:54.484033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:54.484063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:54.487412] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-18T20:15:54.487706] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-18T20:15:54.487838] [INFO ] [sig       ] ALRS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:54.631342] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALRS.txt
[2025-12-18T20:15:54.631509] [INFO ] [sig       ] [144/3568] Completed ALRS in 0.3s | 2.89 sym/s | Total: 49.8s | ETA: 19.7m
[2025-12-18T20:15:54.631549] [INFO ] [sig       ] [145/3568] Forecasting ALSN...
[2025-12-18T20:15:54.631598] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-18T20:15:54.631631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-18T20:15:54.643615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-18T20:15:54.643967] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-18T20:15:54.644790] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-18T20:15:54.644843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:54.644876] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:54.644902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:54.644957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:54.700828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:54.701699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:54.701806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:54.701840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:54.820483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:54.820662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:54.820707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:54.820737] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:54.824159] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-18T20:15:54.824447] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-18T20:15:54.824602] [INFO ] [sig       ] ALSN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:54.972806] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALSN.txt
[2025-12-18T20:15:54.972959] [INFO ] [sig       ] [145/3568] Completed ALSN in 0.3s | 2.89 sym/s | Total: 50.1s | ETA: 19.7m
[2025-12-18T20:15:54.973000] [INFO ] [sig       ] [146/3568] Forecasting ALTG...
[2025-12-18T20:15:54.973029] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-18T20:15:54.973060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-18T20:15:54.984777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-18T20:15:54.985180] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-18T20:15:54.986073] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-18T20:15:54.986128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:54.986187] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:54.986216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:54.986274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:55.047140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:55.048086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:55.048179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:55.048213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:55.167873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:55.168026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:55.168068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:55.168096] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:55.171565] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2025-12-18T20:15:55.171874] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-18T20:15:55.172022] [INFO ] [sig       ] ALTG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:55.316618] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALTG.txt
[2025-12-18T20:15:55.316780] [INFO ] [sig       ] [146/3568] Completed ALTG in 0.3s | 2.89 sym/s | Total: 50.5s | ETA: 19.7m
[2025-12-18T20:15:55.316822] [INFO ] [sig       ] [147/3568] Forecasting ALTI...
[2025-12-18T20:15:55.316851] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-18T20:15:55.316881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-18T20:15:55.329152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-18T20:15:55.329607] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-18T20:15:55.330555] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-18T20:15:55.330647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:55.330698] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:55.330726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:55.330783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:55.387096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:55.387951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:55.388036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:55.388068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:55.507808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:55.507973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:55.508015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:55.508047] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:55.512346] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-18T20:15:55.512747] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-18T20:15:55.512896] [INFO ] [sig       ] ALTI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:55.652719] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALTI.txt
[2025-12-18T20:15:55.652872] [INFO ] [sig       ] [147/3568] Completed ALTI in 0.3s | 2.89 sym/s | Total: 50.8s | ETA: 19.7m
[2025-12-18T20:15:55.652915] [INFO ] [sig       ] [148/3568] Forecasting ALTS...
[2025-12-18T20:15:55.652945] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-18T20:15:55.652974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-18T20:15:55.664473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-18T20:15:55.664824] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-18T20:15:55.665633] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-18T20:15:55.665686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:55.665718] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:55.665746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:55.665803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:55.722265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:55.723190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:55.723302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:55.723362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:55.848444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:55.848612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:55.848656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:55.848685] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:55.852119] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-12-18T20:15:55.852401] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-18T20:15:55.852532] [INFO ] [sig       ] ALTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:55.997008] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALTS.txt
[2025-12-18T20:15:55.997152] [INFO ] [sig       ] [148/3568] Completed ALTS in 0.3s | 2.89 sym/s | Total: 51.2s | ETA: 19.7m
[2025-12-18T20:15:55.997191] [INFO ] [sig       ] [149/3568] Forecasting ALTY...
[2025-12-18T20:15:55.997220] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-18T20:15:55.997252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-18T20:15:56.008142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-18T20:15:56.008531] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-18T20:15:56.009362] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-18T20:15:56.009414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:56.009446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:56.009472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:56.009528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:56.068066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:56.068829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:56.068915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:56.068949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:56.176508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:56.176682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:56.176725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:56.176790] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:56.180317] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-18T20:15:56.180624] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-18T20:15:56.180760] [INFO ] [sig       ] ALTY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:56.321063] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALTY.txt
[2025-12-18T20:15:56.321198] [INFO ] [sig       ] [149/3568] Completed ALTY in 0.3s | 2.89 sym/s | Total: 51.5s | ETA: 19.7m
[2025-12-18T20:15:56.321238] [INFO ] [sig       ] [150/3568] Forecasting ALVO...
[2025-12-18T20:15:56.321268] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-18T20:15:56.321298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-18T20:15:56.332670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-18T20:15:56.333018] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-18T20:15:56.333807] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-18T20:15:56.333860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:56.333892] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:56.333918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:56.333974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:56.404459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:56.405368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:56.405455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:56.405489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:56.524146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:56.524299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:56.524340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:56.524370] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:56.527759] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-18T20:15:56.528040] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-18T20:15:56.528168] [INFO ] [sig       ] ALVO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:56.665977] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALVO.txt
[2025-12-18T20:15:56.666118] [INFO ] [sig       ] [150/3568] Completed ALVO in 0.3s | 2.89 sym/s | Total: 51.8s | ETA: 19.7m
[2025-12-18T20:15:56.666157] [INFO ] [sig       ] [151/3568] Forecasting ALX...
[2025-12-18T20:15:56.666191] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-18T20:15:56.666223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-18T20:15:56.677600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-18T20:15:56.677933] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-18T20:15:56.678716] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-18T20:15:56.678769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:56.678799] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:56.678825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:56.678883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:56.739466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:56.740294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:56.740378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:56.740412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:56.851467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:56.851636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:56.851679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:56.851708] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:56.855045] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-18T20:15:56.855324] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-18T20:15:56.855452] [INFO ] [sig       ] ALX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:56.993629] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ALX.txt
[2025-12-18T20:15:56.993767] [INFO ] [sig       ] [151/3568] Completed ALX in 0.3s | 2.90 sym/s | Total: 52.1s | ETA: 19.7m
[2025-12-18T20:15:56.993807] [INFO ] [sig       ] [152/3568] Forecasting ALXO...
[2025-12-18T20:15:56.993837] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-18T20:15:56.993867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-18T20:15:57.006386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-18T20:15:57.006728] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-18T20:15:57.007564] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-18T20:15:57.007636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:57.007669] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:57.007698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:57.007756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:57.067417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:57.068346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:57.068435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:57.068469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:57.190023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:57.190174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:57.190219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:57.190248] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:57.193732] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: UP (p=54.49%)
[2025-12-18T20:15:57.194030] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-18T20:15:57.194168] [INFO ] [sig       ] ALXO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:57.335546] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALXO.txt
[2025-12-18T20:15:57.335701] [INFO ] [sig       ] [152/3568] Completed ALXO in 0.3s | 2.90 sym/s | Total: 52.5s | ETA: 19.7m
[2025-12-18T20:15:57.335740] [INFO ] [sig       ] [153/3568] Forecasting ALZN...
[2025-12-18T20:15:57.335770] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-18T20:15:57.335800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-18T20:15:57.348322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-18T20:15:57.348682] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-18T20:15:57.349535] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-18T20:15:57.349610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:57.349648] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:57.349675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:57.349734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:57.409650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:57.410543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:57.410650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:57.410685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:57.535242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:57.535398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:57.535443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:57.535472] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:57.538957] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=84.48%)
[2025-12-18T20:15:57.539273] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-18T20:15:57.539408] [INFO ] [sig       ] ALZN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:57.681359] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ALZN.txt
[2025-12-18T20:15:57.681516] [INFO ] [sig       ] [153/3568] Completed ALZN in 0.3s | 2.90 sym/s | Total: 52.8s | ETA: 19.7m
[2025-12-18T20:15:57.681560] [INFO ] [sig       ] [154/3568] Forecasting AM...
[2025-12-18T20:15:57.681609] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-18T20:15:57.681641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-18T20:15:57.693722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-18T20:15:57.694070] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-18T20:15:57.694912] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-18T20:15:57.694979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:57.695020] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:57.695050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:57.695108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:57.753532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:57.754413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:57.754501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:57.754535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:57.875546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:57.875716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:57.875758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:57.875802] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:57.879276] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-18T20:15:57.879559] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-18T20:15:57.879711] [INFO ] [sig       ] AM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:58.019659] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AM.txt
[2025-12-18T20:15:58.019825] [INFO ] [sig       ] [154/3568] Completed AM in 0.3s | 2.90 sym/s | Total: 53.2s | ETA: 19.6m
[2025-12-18T20:15:58.019867] [INFO ] [sig       ] [155/3568] Forecasting AMAL...
[2025-12-18T20:15:58.019900] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-18T20:15:58.019931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-18T20:15:58.032439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-18T20:15:58.032819] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-18T20:15:58.033690] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-18T20:15:58.033755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:58.033808] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:58.033841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:58.033911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:58.092388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:58.093262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:58.093352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:58.093386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:58.216688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:58.216849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:58.216892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:58.216923] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:58.221185] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-18T20:15:58.221785] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-18T20:15:58.221940] [INFO ] [sig       ] AMAL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:58.371887] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMAL.txt
[2025-12-18T20:15:58.372093] [INFO ] [sig       ] [155/3568] Completed AMAL in 0.4s | 2.90 sym/s | Total: 53.5s | ETA: 19.6m
[2025-12-18T20:15:58.372143] [INFO ] [sig       ] [156/3568] Forecasting AMBA...
[2025-12-18T20:15:58.372174] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-18T20:15:58.372205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-18T20:15:58.383989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-18T20:15:58.384356] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-18T20:15:58.385207] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-18T20:15:58.385264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:58.385297] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:58.385324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:58.385383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:58.443883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:58.444845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:58.444993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:58.445040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:58.572430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:58.572599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:58.572645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:58.572673] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:58.576145] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=36.19%)
[2025-12-18T20:15:58.576441] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-18T20:15:58.576588] [INFO ] [sig       ] AMBA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:58.717020] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMBA.txt
[2025-12-18T20:15:58.717161] [INFO ] [sig       ] [156/3568] Completed AMBA in 0.3s | 2.90 sym/s | Total: 53.9s | ETA: 19.6m
[2025-12-18T20:15:58.717200] [INFO ] [sig       ] [157/3568] Forecasting AMBP...
[2025-12-18T20:15:58.717228] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-18T20:15:58.717258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-18T20:15:58.728930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-18T20:15:58.729323] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-18T20:15:58.730154] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-18T20:15:58.730208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:58.730240] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:58.730267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:58.730325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:58.791800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:58.792780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:58.792865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:58.792899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:58.912300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:58.912454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:58.912499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:58.912527] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:58.916049] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-18T20:15:58.916332] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-18T20:15:58.916462] [INFO ] [sig       ] AMBP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:59.063153] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMBP.txt
[2025-12-18T20:15:59.063293] [INFO ] [sig       ] [157/3568] Completed AMBP in 0.3s | 2.90 sym/s | Total: 54.2s | ETA: 19.6m
[2025-12-18T20:15:59.063332] [INFO ] [sig       ] [158/3568] Forecasting AMC...
[2025-12-18T20:15:59.063363] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-18T20:15:59.063393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-18T20:15:59.074856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-18T20:15:59.075209] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-18T20:15:59.076038] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-18T20:15:59.076092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:59.076125] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:59.076164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:59.076224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:59.133938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:59.134681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:59.134764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:59.134798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:59.260408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:59.260564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:59.260624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:59.260656] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:59.264481] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=82.85%)
[2025-12-18T20:15:59.264782] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-18T20:15:59.264921] [INFO ] [sig       ] AMC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:15:59.409882] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMC.txt
[2025-12-18T20:15:59.410042] [INFO ] [sig       ] [158/3568] Completed AMC in 0.3s | 2.90 sym/s | Total: 54.6s | ETA: 19.6m
[2025-12-18T20:15:59.410082] [INFO ] [sig       ] [159/3568] Forecasting AMCX...
[2025-12-18T20:15:59.410112] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-18T20:15:59.410143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-18T20:15:59.421925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-18T20:15:59.422317] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-18T20:15:59.423174] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-18T20:15:59.423230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:59.423265] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:59.423293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:59.423356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:59.481518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:59.482417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:59.482505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:59.482539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:59.605828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:59.605987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:59.606031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:59.606063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:59.609566] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=35.15%)
[2025-12-18T20:15:59.609884] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-18T20:15:59.610027] [INFO ] [sig       ] AMCX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:15:59.758716] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMCX.txt
[2025-12-18T20:15:59.758907] [INFO ] [sig       ] [159/3568] Completed AMCX in 0.3s | 2.90 sym/s | Total: 54.9s | ETA: 19.6m
[2025-12-18T20:15:59.758949] [INFO ] [sig       ] [160/3568] Forecasting AMD...
[2025-12-18T20:15:59.758980] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-18T20:15:59.759011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-18T20:15:59.770718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-18T20:15:59.771083] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-18T20:15:59.771901] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-18T20:15:59.771954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:15:59.771987] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:15:59.772013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:15:59.772075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:15:59.830150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:15:59.831060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:15:59.831149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:15:59.831183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:15:59.957384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:15:59.957543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:15:59.957604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:15:59.957635] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:15:59.961222] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-12-18T20:15:59.961589] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-18T20:15:59.961745] [INFO ] [sig       ] AMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:00.129716] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMD.txt
[2025-12-18T20:16:00.129897] [INFO ] [sig       ] [160/3568] Completed AMD in 0.4s | 2.89 sym/s | Total: 55.3s | ETA: 19.6m
[2025-12-18T20:16:00.129946] [INFO ] [sig       ] [161/3568] Forecasting AMDL...
[2025-12-18T20:16:00.129977] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-18T20:16:00.130007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-18T20:16:00.143499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-18T20:16:00.143860] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-18T20:16:00.144684] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-18T20:16:00.144739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:00.144771] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:00.144799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:00.144856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:00.207831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:00.208741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:00.208830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:00.208866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:00.341562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:00.341750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:00.341795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:00.341824] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:00.345489] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-18T20:16:00.345822] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-18T20:16:00.345959] [INFO ] [sig       ] AMDL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:00.489722] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMDL.txt
[2025-12-18T20:16:00.489887] [INFO ] [sig       ] [161/3568] Completed AMDL in 0.4s | 2.89 sym/s | Total: 55.6s | ETA: 19.6m
[2025-12-18T20:16:00.489930] [INFO ] [sig       ] [162/3568] Forecasting AME...
[2025-12-18T20:16:00.489962] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-18T20:16:00.489995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-18T20:16:00.504542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-18T20:16:00.504937] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-18T20:16:00.505793] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-18T20:16:00.505847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:00.505881] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:00.505909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:00.505966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:00.566935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:00.567810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:00.567902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:00.567941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:00.694345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:00.694508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:00.694552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:00.694603] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:00.698250] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-18T20:16:00.698776] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-18T20:16:00.698915] [INFO ] [sig       ] AME: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:00.842273] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AME.txt
[2025-12-18T20:16:00.842438] [INFO ] [sig       ] [162/3568] Completed AME in 0.4s | 2.89 sym/s | Total: 56.0s | ETA: 19.6m
[2025-12-18T20:16:00.842479] [INFO ] [sig       ] [163/3568] Forecasting AMG...
[2025-12-18T20:16:00.842508] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-18T20:16:00.842540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-18T20:16:00.853961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-18T20:16:00.854372] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-18T20:16:00.855219] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-18T20:16:00.855273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:00.855334] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:00.855363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:00.855420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:00.917336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:00.918265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:00.918359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:00.918394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:01.052223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:01.052421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:01.052480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:01.052519] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:01.056415] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-18T20:16:01.056779] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-18T20:16:01.056939] [INFO ] [sig       ] AMG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:01.205704] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMG.txt
[2025-12-18T20:16:01.205869] [INFO ] [sig       ] [163/3568] Completed AMG in 0.4s | 2.89 sym/s | Total: 56.4s | ETA: 19.6m
[2025-12-18T20:16:01.205910] [INFO ] [sig       ] [164/3568] Forecasting AMGN...
[2025-12-18T20:16:01.205940] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-18T20:16:01.205973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-18T20:16:01.217595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-18T20:16:01.217980] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-18T20:16:01.218816] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-18T20:16:01.218871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:01.218903] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:01.218930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:01.218988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:01.280861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:01.281801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:01.281890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:01.281924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:01.413754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:01.413918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:01.413962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:01.413992] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:01.417826] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-18T20:16:01.418359] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-18T20:16:01.418511] [INFO ] [sig       ] AMGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:01.568786] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMGN.txt
[2025-12-18T20:16:01.568946] [INFO ] [sig       ] [164/3568] Completed AMGN in 0.4s | 2.89 sym/s | Total: 56.7s | ETA: 19.6m
[2025-12-18T20:16:01.568987] [INFO ] [sig       ] [165/3568] Forecasting AMH...
[2025-12-18T20:16:01.569019] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-18T20:16:01.569087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-18T20:16:01.581032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-18T20:16:01.581425] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-18T20:16:01.582241] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-18T20:16:01.582295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:01.582328] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:01.582355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:01.582413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:01.646623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:01.647538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:01.647671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:01.647709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:01.777131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:01.777299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:01.777341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:01.777370] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:01.781288] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=51.09%)
[2025-12-18T20:16:01.781771] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-18T20:16:01.781931] [INFO ] [sig       ] AMH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:01.935133] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMH.txt
[2025-12-18T20:16:01.935297] [INFO ] [sig       ] [165/3568] Completed AMH in 0.4s | 2.89 sym/s | Total: 57.1s | ETA: 19.6m
[2025-12-18T20:16:01.935339] [INFO ] [sig       ] [166/3568] Forecasting AMLX...
[2025-12-18T20:16:01.935372] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-18T20:16:01.935404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-18T20:16:01.947294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-18T20:16:01.947714] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-18T20:16:01.948559] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-18T20:16:01.948635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:01.948667] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:01.948693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:01.948750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:02.027827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:02.029000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:02.029180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:02.029235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:02.149292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:02.149459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:02.149502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:02.149567] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:02.153381] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-18T20:16:02.153787] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-18T20:16:02.153956] [INFO ] [sig       ] AMLX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:02.296019] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMLX.txt
[2025-12-18T20:16:02.296178] [INFO ] [sig       ] [166/3568] Completed AMLX in 0.4s | 2.89 sym/s | Total: 57.5s | ETA: 19.6m
[2025-12-18T20:16:02.296220] [INFO ] [sig       ] [167/3568] Forecasting AMN...
[2025-12-18T20:16:02.296250] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-18T20:16:02.296281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-18T20:16:02.308512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-18T20:16:02.308957] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-18T20:16:02.309896] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-18T20:16:02.309954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:02.309989] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:02.310022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:02.310094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:02.370943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:02.371897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:02.371988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:02.372026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:02.493213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:02.493390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:02.493434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:02.493462] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:02.496979] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-12-18T20:16:02.497312] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-18T20:16:02.497453] [INFO ] [sig       ] AMN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:02.647333] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMN.txt
[2025-12-18T20:16:02.647489] [INFO ] [sig       ] [167/3568] Completed AMN in 0.4s | 2.89 sym/s | Total: 57.8s | ETA: 19.6m
[2025-12-18T20:16:02.647528] [INFO ] [sig       ] [168/3568] Forecasting AMP...
[2025-12-18T20:16:02.647557] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-18T20:16:02.647615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-18T20:16:02.660298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-18T20:16:02.660743] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-18T20:16:02.661602] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-18T20:16:02.661665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:02.661698] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:02.661726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:02.661785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:02.722401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:02.723323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:02.723414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:02.723450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:02.846263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:02.846421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:02.846464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:02.846495] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:02.849974] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=88.34%)
[2025-12-18T20:16:02.850287] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-18T20:16:02.850428] [INFO ] [sig       ] AMP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:02.990365] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMP.txt
[2025-12-18T20:16:02.990526] [INFO ] [sig       ] [168/3568] Completed AMP in 0.3s | 2.89 sym/s | Total: 58.1s | ETA: 19.6m
[2025-12-18T20:16:02.990566] [INFO ] [sig       ] [169/3568] Forecasting AMPG...
[2025-12-18T20:16:02.990619] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-18T20:16:02.990651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-18T20:16:03.003015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-18T20:16:03.003408] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-18T20:16:03.004221] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-18T20:16:03.004274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:03.004304] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:03.004330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:03.004385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:03.064369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:03.065300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:03.065393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:03.065428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:03.187301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:03.187469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:03.187513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:03.187544] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:03.191256] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2025-12-18T20:16:03.191613] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-18T20:16:03.191762] [INFO ] [sig       ] AMPG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:03.336085] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMPG.txt
[2025-12-18T20:16:03.336246] [INFO ] [sig       ] [169/3568] Completed AMPG in 0.3s | 2.89 sym/s | Total: 58.5s | ETA: 19.6m
[2025-12-18T20:16:03.336286] [INFO ] [sig       ] [170/3568] Forecasting AMPH...
[2025-12-18T20:16:03.336314] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-18T20:16:03.336345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-18T20:16:03.347877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-18T20:16:03.348253] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-18T20:16:03.349220] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-18T20:16:03.349278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:03.349311] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:03.349343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:03.349421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:03.410925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:03.411865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:03.411968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:03.412002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:03.537487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:03.537663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:03.537710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:03.537740] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:03.541435] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=48.97%)
[2025-12-18T20:16:03.541793] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-18T20:16:03.541945] [INFO ] [sig       ] AMPH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:03.685263] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMPH.txt
[2025-12-18T20:16:03.685423] [INFO ] [sig       ] [170/3568] Completed AMPH in 0.3s | 2.89 sym/s | Total: 58.8s | ETA: 19.6m
[2025-12-18T20:16:03.685465] [INFO ] [sig       ] [171/3568] Forecasting AMPL...
[2025-12-18T20:16:03.685494] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-18T20:16:03.685524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-18T20:16:03.696918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-18T20:16:03.697314] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-18T20:16:03.698140] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-18T20:16:03.698196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:03.698240] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:03.698269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:03.698325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:03.758175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:03.759116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:03.759208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:03.759241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:03.876277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:03.876454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:03.876500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:03.876531] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:03.880163] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-18T20:16:03.880459] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-18T20:16:03.880616] [INFO ] [sig       ] AMPL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:04.025607] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMPL.txt
[2025-12-18T20:16:04.025772] [INFO ] [sig       ] [171/3568] Completed AMPL in 0.3s | 2.89 sym/s | Total: 59.2s | ETA: 19.6m
[2025-12-18T20:16:04.025814] [INFO ] [sig       ] [172/3568] Forecasting AMPX...
[2025-12-18T20:16:04.025843] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-18T20:16:04.025874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-18T20:16:04.038308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-18T20:16:04.038681] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-18T20:16:04.039500] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-18T20:16:04.039553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:04.039608] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:04.039637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:04.039695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:04.095963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:04.096779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:04.096861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:04.096894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:04.215105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:04.215264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:04.215309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:04.215339] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:04.219200] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=69.53%)
[2025-12-18T20:16:04.219707] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-18T20:16:04.219840] [INFO ] [sig       ] AMPX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:04.366248] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMPX.txt
[2025-12-18T20:16:04.366407] [INFO ] [sig       ] [172/3568] Completed AMPX in 0.3s | 2.89 sym/s | Total: 59.5s | ETA: 19.6m
[2025-12-18T20:16:04.366447] [INFO ] [sig       ] [173/3568] Forecasting AMRC...
[2025-12-18T20:16:04.366481] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-18T20:16:04.366511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-18T20:16:04.377895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-18T20:16:04.378284] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-18T20:16:04.379306] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-18T20:16:04.379369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:04.379409] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:04.379449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:04.379529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:04.439571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:04.440359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:04.440477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:04.440512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:04.567350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:04.567506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:04.567549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:04.567598] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:04.571159] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-12-18T20:16:04.571472] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-18T20:16:04.571630] [INFO ] [sig       ] AMRC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:04.712710] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMRC.txt
[2025-12-18T20:16:04.712868] [INFO ] [sig       ] [173/3568] Completed AMRC in 0.3s | 2.89 sym/s | Total: 59.9s | ETA: 19.6m
[2025-12-18T20:16:04.712907] [INFO ] [sig       ] [174/3568] Forecasting AMRN...
[2025-12-18T20:16:04.712936] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-18T20:16:04.712967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-18T20:16:04.727556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-18T20:16:04.727999] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-18T20:16:04.729132] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-18T20:16:04.729206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:04.729252] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:04.729285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:04.729349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:04.794648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:04.795682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:04.795790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:04.795824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:04.924498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:04.924683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:04.924730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:04.924760] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:04.928258] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-18T20:16:04.928541] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-18T20:16:04.928693] [INFO ] [sig       ] AMRN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:05.069315] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMRN.txt
[2025-12-18T20:16:05.069455] [INFO ] [sig       ] [174/3568] Completed AMRN in 0.4s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-18T20:16:05.069501] [INFO ] [sig       ] [175/3568] Forecasting AMRX...
[2025-12-18T20:16:05.069540] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-18T20:16:05.069587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-18T20:16:05.081474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-18T20:16:05.081832] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-18T20:16:05.082660] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-18T20:16:05.082712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:05.082744] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:05.082771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:05.082828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:05.138514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:05.139227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:05.139309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:05.139341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:05.263598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:05.263758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:05.263802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:05.263831] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:05.267692] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-18T20:16:05.267986] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-18T20:16:05.268133] [INFO ] [sig       ] AMRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:05.409767] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMRX.txt
[2025-12-18T20:16:05.409907] [INFO ] [sig       ] [175/3568] Completed AMRX in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-18T20:16:05.409948] [INFO ] [sig       ] [176/3568] Forecasting AMSC...
[2025-12-18T20:16:05.409980] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-18T20:16:05.410011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-18T20:16:05.423065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-18T20:16:05.423603] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-18T20:16:05.424422] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-18T20:16:05.424476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:05.424510] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:05.424538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:05.424613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:05.483494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:05.484431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:05.484513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:05.484547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:05.609637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:05.609794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:05.609839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:05.609870] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:05.613799] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-18T20:16:05.614088] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-18T20:16:05.614240] [INFO ] [sig       ] AMSC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:05.759395] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMSC.txt
[2025-12-18T20:16:05.759631] [INFO ] [sig       ] [176/3568] Completed AMSC in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-18T20:16:05.759698] [INFO ] [sig       ] [177/3568] Forecasting AMSF...
[2025-12-18T20:16:05.759743] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-18T20:16:05.759784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-18T20:16:05.868231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-18T20:16:05.868647] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-18T20:16:05.869523] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-18T20:16:05.869597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:05.869641] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:05.869681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:05.869745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:05.928185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:05.928986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:05.929085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:05.929119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:06.051564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:06.051723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:06.051765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:06.051794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:06.055227] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2025-12-18T20:16:06.055509] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-18T20:16:06.055658] [INFO ] [sig       ] AMSF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:06.195564] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMSF.txt
[2025-12-18T20:16:06.195714] [INFO ] [sig       ] [177/3568] Completed AMSF in 0.4s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-18T20:16:06.195753] [INFO ] [sig       ] [178/3568] Forecasting AMTB...
[2025-12-18T20:16:06.195781] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-18T20:16:06.195812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-18T20:16:06.206856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-18T20:16:06.207138] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-18T20:16:06.207928] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-18T20:16:06.207980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:06.208012] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:06.208039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:06.208096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:06.266048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:06.266738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:06.266819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:06.266861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:06.395527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:06.395718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:06.395791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:06.395831] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:06.399879] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-18T20:16:06.400229] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-18T20:16:06.400376] [INFO ] [sig       ] AMTB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:06.545688] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMTB.txt
[2025-12-18T20:16:06.545832] [INFO ] [sig       ] [178/3568] Completed AMTB in 0.4s | 2.88 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-18T20:16:06.545872] [INFO ] [sig       ] [179/3568] Forecasting AMTX...
[2025-12-18T20:16:06.545902] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-18T20:16:06.545933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-18T20:16:06.556986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-18T20:16:06.557302] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-18T20:16:06.558094] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-18T20:16:06.558146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:06.558179] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:06.558206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:06.558264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:06.618452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:06.619321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:06.619407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:06.619440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:06.743773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:06.743927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:06.743971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:06.744001] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:06.747483] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-18T20:16:06.747785] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-18T20:16:06.747919] [INFO ] [sig       ] AMTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:06.889622] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMTX.txt
[2025-12-18T20:16:06.889782] [INFO ] [sig       ] [179/3568] Completed AMTX in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-18T20:16:06.889823] [INFO ] [sig       ] [180/3568] Forecasting AMWD...
[2025-12-18T20:16:06.889854] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-18T20:16:06.889884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-18T20:16:06.901520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-18T20:16:06.901942] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-18T20:16:06.902820] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-18T20:16:06.902875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:06.902936] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:06.902964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:06.903022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:06.962474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:06.963337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:06.963438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:06.963472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:07.083975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:07.084133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:07.084174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:07.084202] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:07.087651] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-18T20:16:07.087932] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-18T20:16:07.088065] [INFO ] [sig       ] AMWD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:07.226932] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMWD.txt
[2025-12-18T20:16:07.227066] [INFO ] [sig       ] [180/3568] Completed AMWD in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-18T20:16:07.227105] [INFO ] [sig       ] [181/3568] Forecasting AMWL...
[2025-12-18T20:16:07.227134] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-18T20:16:07.227165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-18T20:16:07.238217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-18T20:16:07.238549] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-18T20:16:07.239388] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-18T20:16:07.239440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:07.239471] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:07.239497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:07.239553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:07.297106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:07.297817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:07.297898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:07.297929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:07.418151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:07.418303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:07.418345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:07.418374] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:07.421825] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-18T20:16:07.422107] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-18T20:16:07.422242] [INFO ] [sig       ] AMWL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:07.559841] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMWL.txt
[2025-12-18T20:16:07.560006] [INFO ] [sig       ] [181/3568] Completed AMWL in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-18T20:16:07.560055] [INFO ] [sig       ] [182/3568] Forecasting AMX...
[2025-12-18T20:16:07.560086] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-18T20:16:07.560116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-18T20:16:07.571513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-18T20:16:07.571867] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-18T20:16:07.572748] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-18T20:16:07.572802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:07.572847] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:07.572876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:07.572934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:07.632125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:07.632964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:07.633050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:07.633083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:07.757818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:07.757972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:07.758014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:07.758043] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:07.761699] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=45.46%)
[2025-12-18T20:16:07.762020] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-18T20:16:07.762162] [INFO ] [sig       ] AMX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:07.905585] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMX.txt
[2025-12-18T20:16:07.905730] [INFO ] [sig       ] [182/3568] Completed AMX in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-18T20:16:07.905769] [INFO ] [sig       ] [183/3568] Forecasting AMZD...
[2025-12-18T20:16:07.905799] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-18T20:16:07.905829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-18T20:16:07.917257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-18T20:16:07.917716] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-18T20:16:07.918535] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-18T20:16:07.918618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:07.918652] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:07.918678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:07.918734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:07.977347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:07.978232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:07.978319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:07.978352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:08.098480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:08.098643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:08.098684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:08.098747] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:08.102490] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-18T20:16:08.102802] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-18T20:16:08.102938] [INFO ] [sig       ] AMZD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:08.243538] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AMZD.txt
[2025-12-18T20:16:08.243690] [INFO ] [sig       ] [183/3568] Completed AMZD in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:08.243729] [INFO ] [sig       ] [184/3568] Forecasting AMZN...
[2025-12-18T20:16:08.243759] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-18T20:16:08.243790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-18T20:16:08.255274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-18T20:16:08.255811] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-18T20:16:08.256766] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-18T20:16:08.256819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:08.256851] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:08.256878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:08.256935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:08.315760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:08.316484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:08.316565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:08.316617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:08.437983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:08.438139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:08.438180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:08.438209] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:08.441663] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=53.98%)
[2025-12-18T20:16:08.441953] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-18T20:16:08.442082] [INFO ] [sig       ] AMZN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:08.588338] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMZN.txt
[2025-12-18T20:16:08.588547] [INFO ] [sig       ] [184/3568] Completed AMZN in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:08.588620] [INFO ] [sig       ] [185/3568] Forecasting AMZZ...
[2025-12-18T20:16:08.588663] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-18T20:16:08.588706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-18T20:16:08.603414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-18T20:16:08.603880] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-18T20:16:08.604930] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-18T20:16:08.604994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:08.605035] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:08.605071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:08.605153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:08.667460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:08.668355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:08.668442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:08.668475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:08.800920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:08.801076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:08.801117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:08.801146] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:08.804607] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=87.27%)
[2025-12-18T20:16:08.804896] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-18T20:16:08.805032] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:08.943080] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AMZZ.txt
[2025-12-18T20:16:08.943228] [INFO ] [sig       ] [185/3568] Completed AMZZ in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:08.943267] [INFO ] [sig       ] [186/3568] Forecasting AN...
[2025-12-18T20:16:08.943303] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-18T20:16:08.943334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-18T20:16:08.954898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-18T20:16:08.955243] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-18T20:16:08.956071] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-18T20:16:08.956126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:08.956161] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:08.956201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:08.956283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:09.017324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:09.018210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:09.018301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:09.018333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:09.142169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:09.142322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:09.142363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:09.142393] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:09.145762] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-12-18T20:16:09.146038] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-18T20:16:09.146163] [INFO ] [sig       ] AN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:09.284136] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AN.txt
[2025-12-18T20:16:09.284265] [INFO ] [sig       ] [186/3568] Completed AN in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:09.284302] [INFO ] [sig       ] [187/3568] Forecasting ANAB...
[2025-12-18T20:16:09.284332] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-18T20:16:09.284364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-18T20:16:09.295874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-18T20:16:09.296206] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-18T20:16:09.297005] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-18T20:16:09.297057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:09.297089] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:09.297116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:09.297174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:09.354048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:09.354827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:09.354910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:09.354942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:09.477860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:09.478019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:09.478061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:09.478089] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:09.481684] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=47.19%)
[2025-12-18T20:16:09.481973] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-18T20:16:09.482108] [INFO ] [sig       ] ANAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:09.619450] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ANAB.txt
[2025-12-18T20:16:09.619597] [INFO ] [sig       ] [187/3568] Completed ANAB in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:09.619639] [INFO ] [sig       ] [188/3568] Forecasting ANDE...
[2025-12-18T20:16:09.619669] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-18T20:16:09.619699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-18T20:16:09.631009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-18T20:16:09.631297] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-18T20:16:09.632107] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-18T20:16:09.632161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:09.632192] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:09.632219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:09.632276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:09.689257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:09.689977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:09.690056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:09.690088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:09.813122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:09.813274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:09.813316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:09.813345] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:09.816716] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=46.52%)
[2025-12-18T20:16:09.816993] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-18T20:16:09.817122] [INFO ] [sig       ] ANDE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:09.955112] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ANDE.txt
[2025-12-18T20:16:09.955259] [INFO ] [sig       ] [188/3568] Completed ANDE in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:09.955306] [INFO ] [sig       ] [189/3568] Forecasting ANF...
[2025-12-18T20:16:09.955342] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-18T20:16:09.955374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-18T20:16:09.966989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-18T20:16:09.967274] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-18T20:16:09.968242] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-18T20:16:09.968294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:09.968325] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:09.968351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:09.968407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:10.024934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:10.025695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:10.025777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:10.025809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:10.143802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:10.143954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:10.143996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:10.144041] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:10.147477] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-12-18T20:16:10.147780] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-18T20:16:10.147912] [INFO ] [sig       ] ANF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:10.291655] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ANF.txt
[2025-12-18T20:16:10.291809] [INFO ] [sig       ] [189/3568] Completed ANF in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:10.291848] [INFO ] [sig       ] [190/3568] Forecasting ANGI...
[2025-12-18T20:16:10.291878] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-18T20:16:10.291916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-18T20:16:10.304238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-18T20:16:10.304596] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-18T20:16:10.305395] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-18T20:16:10.305657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:10.305699] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:10.305738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:10.305819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:10.371821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:10.372924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:10.373045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:10.373081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:10.489830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:10.489990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:10.490032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:10.490061] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:10.493521] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=57.86%)
[2025-12-18T20:16:10.493835] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-18T20:16:10.493975] [INFO ] [sig       ] ANGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:10.649635] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ANGI.txt
[2025-12-18T20:16:10.649797] [INFO ] [sig       ] [190/3568] Completed ANGI in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:10.649837] [INFO ] [sig       ] [191/3568] Forecasting ANGL...
[2025-12-18T20:16:10.649867] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-18T20:16:10.649898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-18T20:16:10.661468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-18T20:16:10.661866] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-18T20:16:10.662741] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-18T20:16:10.662795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:10.662827] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:10.662854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:10.662912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:10.721585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:10.722718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:10.722805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:10.722853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:10.845127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:10.845290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:10.845332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:10.845361] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:10.848931] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-18T20:16:10.849263] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-18T20:16:10.849408] [INFO ] [sig       ] ANGL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:10.991237] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ANGL.txt
[2025-12-18T20:16:10.991399] [INFO ] [sig       ] [191/3568] Completed ANGL in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:10.991440] [INFO ] [sig       ] [192/3568] Forecasting ANGO...
[2025-12-18T20:16:10.991470] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-18T20:16:10.991500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-18T20:16:11.002638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-18T20:16:11.003017] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-18T20:16:11.003888] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-18T20:16:11.003942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:11.003973] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:11.003999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:11.004056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:11.061776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:11.062640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:11.062724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:11.062757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:11.185552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:11.185732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:11.185774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:11.185803] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:11.189498] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-18T20:16:11.189896] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-18T20:16:11.190045] [INFO ] [sig       ] ANGO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:11.330195] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ANGO.txt
[2025-12-18T20:16:11.330374] [INFO ] [sig       ] [192/3568] Completed ANGO in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:11.330421] [INFO ] [sig       ] [193/3568] Forecasting ANIK...
[2025-12-18T20:16:11.330450] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-18T20:16:11.330481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-18T20:16:11.342281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-18T20:16:11.342669] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-18T20:16:11.343521] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-18T20:16:11.343602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:11.343644] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:11.343672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:11.343740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:11.402420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:11.403309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:11.403395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:11.403427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:11.523727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:11.523885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:11.523927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:11.523957] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:11.527422] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-18T20:16:11.527779] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-18T20:16:11.527932] [INFO ] [sig       ] ANIK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:11.674164] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ANIK.txt
[2025-12-18T20:16:11.674363] [INFO ] [sig       ] [193/3568] Completed ANIK in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:11.674420] [INFO ] [sig       ] [194/3568] Forecasting ANIP...
[2025-12-18T20:16:11.674463] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-18T20:16:11.674507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-18T20:16:11.686296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-18T20:16:11.686667] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-18T20:16:11.687473] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-18T20:16:11.687525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:11.687558] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:11.687611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:11.687674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:11.746212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:11.747077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:11.747160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:11.747192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:11.873085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:11.873240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:11.873290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:11.873327] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:11.876799] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-12-18T20:16:11.877109] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-18T20:16:11.877244] [INFO ] [sig       ] ANIP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:12.018630] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ANIP.txt
[2025-12-18T20:16:12.018782] [INFO ] [sig       ] [194/3568] Completed ANIP in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:12.018821] [INFO ] [sig       ] [195/3568] Forecasting ANIX...
[2025-12-18T20:16:12.018852] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-18T20:16:12.018886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-18T20:16:12.030449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-18T20:16:12.030862] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-18T20:16:12.031767] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-18T20:16:12.031843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:12.031877] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:12.031903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:12.031961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:12.090217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:12.091077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:12.091162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:12.091195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:12.209195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:12.209353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:12.209395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:12.209425] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:12.212908] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-18T20:16:12.213205] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-18T20:16:12.213340] [INFO ] [sig       ] ANIX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:12.351455] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ANIX.txt
[2025-12-18T20:16:12.351628] [INFO ] [sig       ] [195/3568] Completed ANIX in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:12.351699] [INFO ] [sig       ] [196/3568] Forecasting ANNX...
[2025-12-18T20:16:12.351732] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-18T20:16:12.351763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-18T20:16:12.363527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-18T20:16:12.363888] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-18T20:16:12.364743] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-18T20:16:12.364797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:12.364829] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:12.364855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:12.364912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:12.421125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:12.421841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:12.421920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:12.421953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:12.541751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:12.541908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:12.541950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:12.541980] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:12.545374] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-12-18T20:16:12.545677] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-18T20:16:12.545810] [INFO ] [sig       ] ANNX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:12.684172] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ANNX.txt
[2025-12-18T20:16:12.684301] [INFO ] [sig       ] [196/3568] Completed ANNX in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-18T20:16:12.684341] [INFO ] [sig       ] [197/3568] Forecasting ANTX...
[2025-12-18T20:16:12.684370] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-18T20:16:12.684399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-18T20:16:12.696335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-18T20:16:12.696655] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-18T20:16:12.697465] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-18T20:16:12.697518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:12.697597] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:12.697641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:12.697719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:12.754929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:12.755563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:12.755659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:12.755691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:12.870863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:12.871010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:12.871051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:12.871079] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:12.874512] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=36.73%)
[2025-12-18T20:16:12.874805] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-18T20:16:12.874932] [INFO ] [sig       ] ANTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:13.013319] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ANTX.txt
[2025-12-18T20:16:13.013457] [INFO ] [sig       ] [197/3568] Completed ANTX in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-18T20:16:13.013495] [INFO ] [sig       ] [198/3568] Forecasting ANVS...
[2025-12-18T20:16:13.013525] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-18T20:16:13.013555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-18T20:16:13.024862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-18T20:16:13.025159] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-18T20:16:13.026020] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-18T20:16:13.026081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:13.026113] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:13.026141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:13.026198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:13.089141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:13.090060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:13.090147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:13.090180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:13.212605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:13.212742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:13.212784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:13.212812] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:13.216152] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-18T20:16:13.216426] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-18T20:16:13.216553] [INFO ] [sig       ] ANVS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:13.358687] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ANVS.txt
[2025-12-18T20:16:13.358837] [INFO ] [sig       ] [198/3568] Completed ANVS in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-18T20:16:13.358876] [INFO ] [sig       ] [199/3568] Forecasting AOD...
[2025-12-18T20:16:13.358906] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-18T20:16:13.358936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-18T20:16:13.370169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-18T20:16:13.370482] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-18T20:16:13.371283] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-18T20:16:13.371346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:13.371386] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:13.371418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:13.371480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:13.427544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:13.428204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:13.428288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:13.428323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:13.558711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:13.558869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:13.558911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:13.558940] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:13.562415] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=25.65%)
[2025-12-18T20:16:13.562745] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-18T20:16:13.562884] [INFO ] [sig       ] AOD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:13.705014] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AOD.txt
[2025-12-18T20:16:13.705170] [INFO ] [sig       ] [199/3568] Completed AOD in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-18T20:16:13.705211] [INFO ] [sig       ] [200/3568] Forecasting AOHY...
[2025-12-18T20:16:13.705242] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-18T20:16:13.705274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-18T20:16:13.716372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-18T20:16:13.716772] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-18T20:16:13.717552] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-18T20:16:13.717621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:13.717654] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:13.717681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:13.717738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:13.775032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:13.775913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:13.776001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:13.776035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:13.897141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:13.897307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:13.897352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:13.897417] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:13.901375] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-12-18T20:16:13.901779] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-18T20:16:13.901957] [INFO ] [sig       ] AOHY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:14.044326] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AOHY.txt
[2025-12-18T20:16:14.044455] [INFO ] [sig       ] [200/3568] Completed AOHY in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:14.044495] [INFO ] [sig       ] [201/3568] Forecasting AON...
[2025-12-18T20:16:14.044525] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-18T20:16:14.044555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-18T20:16:14.055686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-18T20:16:14.055968] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-18T20:16:14.056767] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-18T20:16:14.056819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:14.056852] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:14.056885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:14.056964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:14.113854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:14.114482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:14.114561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:14.114612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:14.255947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:14.256106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:14.256149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:14.256178] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:14.259792] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=45.95%)
[2025-12-18T20:16:14.260105] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-18T20:16:14.260253] [INFO ] [sig       ] AON: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:14.399719] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AON.txt
[2025-12-18T20:16:14.399878] [INFO ] [sig       ] [201/3568] Completed AON in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:14.399919] [INFO ] [sig       ] [202/3568] Forecasting AOS...
[2025-12-18T20:16:14.399948] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-18T20:16:14.399981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-18T20:16:14.411194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-18T20:16:14.411551] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-18T20:16:14.412346] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-18T20:16:14.412398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:14.412429] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:14.412455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:14.412513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:14.471330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:14.472612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:14.472707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:14.472741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:14.594905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:14.595077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:14.595122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:14.595151] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:14.598748] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-18T20:16:14.599077] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-18T20:16:14.599216] [INFO ] [sig       ] AOS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:14.774636] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AOS.txt
[2025-12-18T20:16:14.774804] [INFO ] [sig       ] [202/3568] Completed AOS in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:14.774845] [INFO ] [sig       ] [203/3568] Forecasting AOSL...
[2025-12-18T20:16:14.774875] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-18T20:16:14.774906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-18T20:16:14.789398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-18T20:16:14.789899] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-18T20:16:14.791094] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-18T20:16:14.791156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:14.791206] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:14.791249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:14.791342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:14.858618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:14.859545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:14.859652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:14.859686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:14.981845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:14.982004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:14.982049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:14.982078] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:14.985559] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-18T20:16:14.985865] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-18T20:16:14.985998] [INFO ] [sig       ] AOSL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:15.125849] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AOSL.txt
[2025-12-18T20:16:15.126048] [INFO ] [sig       ] [203/3568] Completed AOSL in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:15.126101] [INFO ] [sig       ] [204/3568] Forecasting AP...
[2025-12-18T20:16:15.126139] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-18T20:16:15.126179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-18T20:16:15.140141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-18T20:16:15.140632] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-18T20:16:15.141701] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-18T20:16:15.141766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:15.141808] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:15.141843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:15.141919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:15.214197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:15.215352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:15.215647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:15.215683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:15.335841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:15.336002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:15.336044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:15.336073] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:15.339646] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=64.42%)
[2025-12-18T20:16:15.339993] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-18T20:16:15.340136] [INFO ] [sig       ] AP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:15.481241] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AP.txt
[2025-12-18T20:16:15.481376] [INFO ] [sig       ] [204/3568] Completed AP in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:15.481416] [INFO ] [sig       ] [205/3568] Forecasting APA...
[2025-12-18T20:16:15.481445] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-18T20:16:15.481475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-18T20:16:15.493353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-18T20:16:15.493660] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-18T20:16:15.494421] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-18T20:16:15.494473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:15.494504] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:15.494531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:15.494613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:15.551746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:15.552343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:15.552421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:15.552453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:15.676558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:15.676732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:15.676773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:15.676802] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:15.680337] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-18T20:16:15.680822] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-18T20:16:15.680949] [INFO ] [sig       ] APA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:15.819351] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APA.txt
[2025-12-18T20:16:15.819493] [INFO ] [sig       ] [205/3568] Completed APA in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:15.819534] [INFO ] [sig       ] [206/3568] Forecasting APAM...
[2025-12-18T20:16:15.819565] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-18T20:16:15.819616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-18T20:16:15.831022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-18T20:16:15.831349] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-18T20:16:15.832167] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-18T20:16:15.832219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:15.832261] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:15.832289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:15.832345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:15.888860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:15.889784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:15.889869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:15.889900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:16.007815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:16.007970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:16.008012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:16.008041] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:16.011488] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-18T20:16:16.011786] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-18T20:16:16.011914] [INFO ] [sig       ] APAM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:16.156452] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/APAM.txt
[2025-12-18T20:16:16.156635] [INFO ] [sig       ] [206/3568] Completed APAM in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:16.156679] [INFO ] [sig       ] [207/3568] Forecasting APD...
[2025-12-18T20:16:16.156708] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-18T20:16:16.156739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-18T20:16:16.168286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-18T20:16:16.168659] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-18T20:16:16.169472] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-18T20:16:16.169524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:16.169554] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:16.169598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:16.169658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:16.227316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:16.228232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:16.228317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:16.228406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:16.356498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:16.356674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:16.356720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:16.356749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:16.360302] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-18T20:16:16.360664] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-18T20:16:16.360808] [INFO ] [sig       ] APD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:16.501793] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/APD.txt
[2025-12-18T20:16:16.501944] [INFO ] [sig       ] [207/3568] Completed APD in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:16.501984] [INFO ] [sig       ] [208/3568] Forecasting APEI...
[2025-12-18T20:16:16.502015] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-18T20:16:16.502046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-18T20:16:16.513310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-18T20:16:16.513720] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-18T20:16:16.514504] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-18T20:16:16.514556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:16.514611] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:16.514639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:16.514696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:16.571758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:16.572664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:16.572751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:16.572783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:16.690280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:16.690430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:16.690471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:16.690499] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:16.693903] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-18T20:16:16.694190] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-18T20:16:16.694317] [INFO ] [sig       ] APEI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:16.832595] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APEI.txt
[2025-12-18T20:16:16.832713] [INFO ] [sig       ] [208/3568] Completed APEI in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:16.832751] [INFO ] [sig       ] [209/3568] Forecasting APG...
[2025-12-18T20:16:16.832780] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-18T20:16:16.832810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-18T20:16:16.843958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-18T20:16:16.844227] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-18T20:16:16.845021] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-18T20:16:16.845073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:16.845104] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:16.845130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:16.845186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:16.903128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:16.903750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:16.903829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:16.903862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:17.026436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:17.026616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:17.026659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:17.026689] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:17.030101] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=72.61%)
[2025-12-18T20:16:17.030380] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-18T20:16:17.030513] [INFO ] [sig       ] APG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:17.168798] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/APG.txt
[2025-12-18T20:16:17.168933] [INFO ] [sig       ] [209/3568] Completed APG in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:17.168989] [INFO ] [sig       ] [210/3568] Forecasting APGE...
[2025-12-18T20:16:17.169021] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-18T20:16:17.169138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-18T20:16:17.180483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-18T20:16:17.180810] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-18T20:16:17.181788] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-18T20:16:17.181840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:17.181871] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:17.181899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:17.181956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:17.237450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:17.238290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:17.238375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:17.238411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:17.359121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:17.359283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:17.359325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:17.359356] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:17.362803] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=68.04%)
[2025-12-18T20:16:17.363117] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-18T20:16:17.363255] [INFO ] [sig       ] APGE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:17.500852] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/APGE.txt
[2025-12-18T20:16:17.501019] [INFO ] [sig       ] [210/3568] Completed APGE in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:17.501059] [INFO ] [sig       ] [211/3568] Forecasting APH...
[2025-12-18T20:16:17.501090] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-18T20:16:17.501120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-18T20:16:17.512526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-18T20:16:17.512895] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-18T20:16:17.513678] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-18T20:16:17.513729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:17.513761] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:17.513787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:17.513843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:17.573433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:17.574589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:17.574852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:17.574885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:17.701210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:17.701376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:17.701420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:17.701448] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:17.705634] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-18T20:16:17.705937] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-18T20:16:17.706074] [INFO ] [sig       ] APH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:17.849759] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APH.txt
[2025-12-18T20:16:17.849914] [INFO ] [sig       ] [211/3568] Completed APH in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:17.849953] [INFO ] [sig       ] [212/3568] Forecasting API...
[2025-12-18T20:16:17.849984] [INFO ] [sig       ] Generating forecast for: API
[2025-12-18T20:16:17.850015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-18T20:16:17.861220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-18T20:16:17.861556] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-18T20:16:17.862343] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-18T20:16:17.862394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:17.862426] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:17.862453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:17.862509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:17.926638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:17.927537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:17.927657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:17.927691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:18.044964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:18.045127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:18.045169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:18.045198] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:18.048602] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-18T20:16:18.048888] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-18T20:16:18.049019] [INFO ] [sig       ] API: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:18.193348] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/API.txt
[2025-12-18T20:16:18.193558] [INFO ] [sig       ] [212/3568] Completed API in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-18T20:16:18.193638] [INFO ] [sig       ] [213/3568] Forecasting APLD...
[2025-12-18T20:16:18.193682] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-18T20:16:18.193726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-18T20:16:18.208656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-18T20:16:18.209080] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-18T20:16:18.210157] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-18T20:16:18.210224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:18.210272] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:18.210314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:18.210401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:18.278914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:18.279821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:18.279925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:18.279959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:18.396958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:18.397115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:18.397156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:18.397201] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:18.400660] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=33.42%)
[2025-12-18T20:16:18.400959] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-18T20:16:18.401093] [INFO ] [sig       ] APLD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:18.540152] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APLD.txt
[2025-12-18T20:16:18.540325] [INFO ] [sig       ] [213/3568] Completed APLD in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-18T20:16:18.540371] [INFO ] [sig       ] [214/3568] Forecasting APLE...
[2025-12-18T20:16:18.540404] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-18T20:16:18.540434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-18T20:16:18.552770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-18T20:16:18.553173] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-18T20:16:18.554024] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-18T20:16:18.554079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:18.554141] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:18.554171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:18.554231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:18.617391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:18.618288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:18.618378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:18.618413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:18.738714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:18.738866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:18.738906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:18.738935] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:18.742309] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-18T20:16:18.742600] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-18T20:16:18.742733] [INFO ] [sig       ] APLE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:18.880686] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APLE.txt
[2025-12-18T20:16:18.880804] [INFO ] [sig       ] [214/3568] Completed APLE in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-18T20:16:18.880843] [INFO ] [sig       ] [215/3568] Forecasting APLS...
[2025-12-18T20:16:18.880872] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-18T20:16:18.880901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-18T20:16:18.892084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-18T20:16:18.892351] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-18T20:16:18.893133] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-18T20:16:18.893185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:18.893217] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:18.893244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:18.893300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:18.949765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:18.950434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:18.950512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:18.950559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:19.076324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:19.076506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:19.076555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:19.076602] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:19.080143] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-18T20:16:19.080433] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-18T20:16:19.080562] [INFO ] [sig       ] APLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:19.219018] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APLS.txt
[2025-12-18T20:16:19.219174] [INFO ] [sig       ] [215/3568] Completed APLS in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-18T20:16:19.219214] [INFO ] [sig       ] [216/3568] Forecasting APM...
[2025-12-18T20:16:19.219242] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-18T20:16:19.219272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-18T20:16:19.230462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-18T20:16:19.230791] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-18T20:16:19.231560] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-18T20:16:19.231633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:19.231666] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:19.231693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:19.231750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:19.287242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:19.287919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:19.287999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:19.288031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:19.402805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:19.402955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:19.402998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:19.403027] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:19.406397] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=29.95%)
[2025-12-18T20:16:19.406709] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-18T20:16:19.406838] [INFO ] [sig       ] APM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:19.543904] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APM.txt
[2025-12-18T20:16:19.544072] [INFO ] [sig       ] [216/3568] Completed APM in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-18T20:16:19.544122] [INFO ] [sig       ] [217/3568] Forecasting APO...
[2025-12-18T20:16:19.544168] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-18T20:16:19.544212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-18T20:16:19.556425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-18T20:16:19.556800] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-18T20:16:19.557673] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-18T20:16:19.557727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:19.557759] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:19.557796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:19.557860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:19.621617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:19.622483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:19.622592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:19.622629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:19.746368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:19.746523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:19.746564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:19.746640] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:19.750025] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=46.69%)
[2025-12-18T20:16:19.750302] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-18T20:16:19.750434] [INFO ] [sig       ] APO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:19.910096] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APO.txt
[2025-12-18T20:16:19.910255] [INFO ] [sig       ] [217/3568] Completed APO in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:19.910295] [INFO ] [sig       ] [218/3568] Forecasting APOG...
[2025-12-18T20:16:19.910326] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-18T20:16:19.910357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-18T20:16:19.922209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-18T20:16:19.922618] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-18T20:16:19.923418] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-18T20:16:19.923472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:19.923504] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:19.923531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:19.923607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:19.980932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:19.981823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:19.981907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:19.981940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:20.112950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:20.113110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:20.113154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:20.113184] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:20.117075] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=35.95%)
[2025-12-18T20:16:20.117392] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-18T20:16:20.117539] [INFO ] [sig       ] APOG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:20.271664] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APOG.txt
[2025-12-18T20:16:20.271820] [INFO ] [sig       ] [218/3568] Completed APOG in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:20.271862] [INFO ] [sig       ] [219/3568] Forecasting APP...
[2025-12-18T20:16:20.271890] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-18T20:16:20.271920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-18T20:16:20.284667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-18T20:16:20.285027] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-18T20:16:20.286186] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-18T20:16:20.286244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:20.286276] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:20.286302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:20.286358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:20.350324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:20.351178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:20.351278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:20.351328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:20.483591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:20.483775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:20.483835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:20.483871] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:20.487527] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-18T20:16:20.487879] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-18T20:16:20.488046] [INFO ] [sig       ] APP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:20.649475] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APP.txt
[2025-12-18T20:16:20.649869] [INFO ] [sig       ] [219/3568] Completed APP in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:20.649921] [INFO ] [sig       ] [220/3568] Forecasting APPF...
[2025-12-18T20:16:20.649952] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-18T20:16:20.649983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-18T20:16:20.664884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-18T20:16:20.665354] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-18T20:16:20.666877] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-18T20:16:20.666931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:20.666962] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:20.666989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:20.667045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:20.728157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:20.729119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:20.729210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:20.729243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:20.851478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:20.851665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:20.851902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:20.851931] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:20.855933] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-12-18T20:16:20.856258] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-18T20:16:20.856397] [INFO ] [sig       ] APPF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:20.999395] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APPF.txt
[2025-12-18T20:16:20.999555] [INFO ] [sig       ] [220/3568] Completed APPF in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:20.999614] [INFO ] [sig       ] [221/3568] Forecasting APPN...
[2025-12-18T20:16:20.999644] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-18T20:16:20.999681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-18T20:16:21.011273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-18T20:16:21.011600] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-18T20:16:21.012363] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-18T20:16:21.012415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:21.012446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:21.012473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:21.012529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:21.072360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:21.073288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:21.073379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:21.073412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:21.194501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:21.194675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:21.194720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:21.194749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:21.198259] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-18T20:16:21.198560] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-18T20:16:21.198711] [INFO ] [sig       ] APPN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:21.352435] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/APPN.txt
[2025-12-18T20:16:21.352600] [INFO ] [sig       ] [221/3568] Completed APPN in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:21.352655] [INFO ] [sig       ] [222/3568] Forecasting APPS...
[2025-12-18T20:16:21.352694] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-18T20:16:21.352726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-18T20:16:21.365315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-18T20:16:21.365692] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-18T20:16:21.366485] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-18T20:16:21.366541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:21.366594] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:21.366624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:21.366681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:21.422719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:21.423418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:21.423504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:21.423536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:21.542613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:21.542778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:21.542822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:21.542851] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:21.546299] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-12-18T20:16:21.546615] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-18T20:16:21.546751] [INFO ] [sig       ] APPS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:21.688139] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APPS.txt
[2025-12-18T20:16:21.688318] [INFO ] [sig       ] [222/3568] Completed APPS in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:21.688359] [INFO ] [sig       ] [223/3568] Forecasting APVO...
[2025-12-18T20:16:21.688387] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-18T20:16:21.688419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-18T20:16:21.701601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-18T20:16:21.702059] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-18T20:16:21.702931] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-18T20:16:21.702986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:21.703019] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:21.703047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:21.703105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:21.762621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:21.763734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:21.763820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:21.763853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:21.878689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:21.878817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:21.878856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:21.878885] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:21.882201] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-18T20:16:21.882482] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-18T20:16:21.882631] [INFO ] [sig       ] APVO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:22.033612] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/APVO.txt
[2025-12-18T20:16:22.033814] [INFO ] [sig       ] [223/3568] Completed APVO in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:22.033865] [INFO ] [sig       ] [224/3568] Forecasting APYX...
[2025-12-18T20:16:22.033909] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-18T20:16:22.033956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-18T20:16:22.049316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-18T20:16:22.049680] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-18T20:16:22.050481] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-18T20:16:22.050539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:22.050614] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:22.050663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:22.050749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:22.114889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:22.115755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:22.115872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:22.115907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:22.248139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:22.248321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:22.248386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:22.248439] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:22.252667] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-18T20:16:22.252968] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-18T20:16:22.253100] [INFO ] [sig       ] APYX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:22.395217] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/APYX.txt
[2025-12-18T20:16:22.395356] [INFO ] [sig       ] [224/3568] Completed APYX in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:22.395395] [INFO ] [sig       ] [225/3568] Forecasting AQMS...
[2025-12-18T20:16:22.395426] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-18T20:16:22.395456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-18T20:16:22.407416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-18T20:16:22.407768] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-18T20:16:22.408556] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-18T20:16:22.408626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:22.408659] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:22.408686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:22.408742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:22.468918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:22.469684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:22.469768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:22.469801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:22.585436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:22.585629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:22.585685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:22.585723] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:22.590044] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-18T20:16:22.590358] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-18T20:16:22.590497] [INFO ] [sig       ] AQMS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:22.733675] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AQMS.txt
[2025-12-18T20:16:22.733810] [INFO ] [sig       ] [225/3568] Completed AQMS in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:22.733850] [INFO ] [sig       ] [226/3568] Forecasting AQN...
[2025-12-18T20:16:22.733879] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-18T20:16:22.733910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-18T20:16:22.745400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-18T20:16:22.745806] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-18T20:16:22.746816] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-18T20:16:22.746881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:22.746923] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:22.746963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:22.747052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:22.806843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:22.807543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:22.807649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:22.807688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:22.922598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:22.922754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:22.922796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:22.922825] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:22.926173] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-12-18T20:16:22.926449] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-18T20:16:22.926594] [INFO ] [sig       ] AQN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:23.068045] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AQN.txt
[2025-12-18T20:16:23.068193] [INFO ] [sig       ] [226/3568] Completed AQN in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:23.068234] [INFO ] [sig       ] [227/3568] Forecasting AQNB...
[2025-12-18T20:16:23.068263] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-18T20:16:23.068294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-18T20:16:23.079630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-18T20:16:23.079988] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-18T20:16:23.080791] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-18T20:16:23.080842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:23.080874] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:23.080899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:23.080955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:23.136476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:23.137374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:23.137464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:23.137496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:23.254035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:23.254214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:23.254273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:23.254306] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:23.257977] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-18T20:16:23.258275] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-18T20:16:23.258422] [INFO ] [sig       ] AQNB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:23.397228] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AQNB.txt
[2025-12-18T20:16:23.397399] [INFO ] [sig       ] [227/3568] Completed AQNB in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:23.397448] [INFO ] [sig       ] [228/3568] Forecasting ARBB...
[2025-12-18T20:16:23.397478] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-18T20:16:23.397508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-18T20:16:23.410002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-18T20:16:23.410335] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-18T20:16:23.411149] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-18T20:16:23.411203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:23.411236] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:23.411264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:23.411322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:23.469075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:23.469977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:23.470062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:23.470096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:23.589088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:23.589249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:23.589314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:23.589352] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:23.593170] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-18T20:16:23.593527] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-18T20:16:23.593697] [INFO ] [sig       ] ARBB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:23.737101] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARBB.txt
[2025-12-18T20:16:23.737265] [INFO ] [sig       ] [228/3568] Completed ARBB in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:23.737318] [INFO ] [sig       ] [229/3568] Forecasting ARBE...
[2025-12-18T20:16:23.737351] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-18T20:16:23.737382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-18T20:16:23.749333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-18T20:16:23.749698] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-18T20:16:23.750490] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-18T20:16:23.750547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:23.750607] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:23.750638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:23.750698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:23.809033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:23.809890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:23.809974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:23.810006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:23.937102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:23.937265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:23.937317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:23.937346] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:23.941505] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-18T20:16:23.941847] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-18T20:16:23.941990] [INFO ] [sig       ] ARBE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:24.090423] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARBE.txt
[2025-12-18T20:16:24.090648] [INFO ] [sig       ] [229/3568] Completed ARBE in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:24.090701] [INFO ] [sig       ] [230/3568] Forecasting ARCB...
[2025-12-18T20:16:24.090736] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-18T20:16:24.090785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-18T20:16:24.103868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-18T20:16:24.104269] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-18T20:16:24.105305] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-18T20:16:24.105563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:24.105615] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:24.105642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:24.105700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:24.174692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:24.175735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:24.175830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:24.175864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:24.313780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:24.313952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:24.313999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:24.314028] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:24.317542] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=49.24%)
[2025-12-18T20:16:24.317880] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-18T20:16:24.318022] [INFO ] [sig       ] ARCB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:24.460342] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARCB.txt
[2025-12-18T20:16:24.460493] [INFO ] [sig       ] [230/3568] Completed ARCB in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:24.460533] [INFO ] [sig       ] [231/3568] Forecasting ARCC...
[2025-12-18T20:16:24.460564] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-18T20:16:24.460630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-18T20:16:24.473313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-18T20:16:24.473732] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-18T20:16:24.474538] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-18T20:16:24.474626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:24.474704] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:24.474743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:24.474803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:24.533087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:24.534003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:24.534091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:24.534125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:24.656709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:24.656869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:24.656913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:24.656941] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:24.660472] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-18T20:16:24.660818] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-18T20:16:24.660964] [INFO ] [sig       ] ARCC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:24.804104] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARCC.txt
[2025-12-18T20:16:24.804286] [INFO ] [sig       ] [231/3568] Completed ARCC in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-18T20:16:24.804328] [INFO ] [sig       ] [232/3568] Forecasting ARCO...
[2025-12-18T20:16:24.804358] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-18T20:16:24.804389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-18T20:16:24.816156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-18T20:16:24.816501] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-18T20:16:24.817280] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-18T20:16:24.817333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:24.817365] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:24.817392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:24.817449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:24.873929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:24.874662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:24.874744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:24.874778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:24.989037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:24.989230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:24.989277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:24.989306] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:24.992787] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-18T20:16:24.993103] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-18T20:16:24.993243] [INFO ] [sig       ] ARCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:25.133413] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARCO.txt
[2025-12-18T20:16:25.133595] [INFO ] [sig       ] [232/3568] Completed ARCO in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-18T20:16:25.133637] [INFO ] [sig       ] [233/3568] Forecasting ARDC...
[2025-12-18T20:16:25.133666] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-18T20:16:25.133698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-18T20:16:25.145145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-18T20:16:25.145505] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-18T20:16:25.146312] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-18T20:16:25.146365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:25.146396] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:25.146423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:25.146480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:25.203546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:25.204430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:25.204521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:25.204555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:25.329969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:25.330591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:25.330698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:25.330730] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:25.335798] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-18T20:16:25.336180] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-18T20:16:25.336353] [INFO ] [sig       ] ARDC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:25.478751] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARDC.txt
[2025-12-18T20:16:25.478931] [INFO ] [sig       ] [233/3568] Completed ARDC in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-18T20:16:25.478980] [INFO ] [sig       ] [234/3568] Forecasting ARDX...
[2025-12-18T20:16:25.479010] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-18T20:16:25.479075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-18T20:16:25.492125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-18T20:16:25.492501] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-18T20:16:25.493332] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-18T20:16:25.493384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:25.493415] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:25.493440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:25.493507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:25.552898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:25.553817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:25.553905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:25.553939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:25.674216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:25.674370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:25.674412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:25.674483] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:25.677985] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: UP (p=58.11%)
[2025-12-18T20:16:25.678266] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-18T20:16:25.678395] [INFO ] [sig       ] ARDX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:25.815588] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARDX.txt
[2025-12-18T20:16:25.815714] [INFO ] [sig       ] [234/3568] Completed ARDX in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-18T20:16:25.815753] [INFO ] [sig       ] [235/3568] Forecasting ARE...
[2025-12-18T20:16:25.815782] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-18T20:16:25.815813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-18T20:16:25.827300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-18T20:16:25.827624] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-18T20:16:25.828394] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-18T20:16:25.828445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:25.828478] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:25.828504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:25.828560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:25.885015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:25.885665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:25.885747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:25.885778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:26.019371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:26.019550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:26.019636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:26.019681] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:26.024446] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-18T20:16:26.024938] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-18T20:16:26.025134] [INFO ] [sig       ] ARE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:26.164027] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARE.txt
[2025-12-18T20:16:26.164159] [INFO ] [sig       ] [235/3568] Completed ARE in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:26.164200] [INFO ] [sig       ] [236/3568] Forecasting AREC...
[2025-12-18T20:16:26.164231] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-18T20:16:26.164262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-18T20:16:26.175749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-18T20:16:26.176054] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-18T20:16:26.176855] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-18T20:16:26.176908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:26.176941] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:26.176968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:26.177026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:26.240360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:26.241513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:26.241631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:26.241667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:26.377023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:26.377180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:26.377223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:26.377252] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:26.380661] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-12-18T20:16:26.380953] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-18T20:16:26.381081] [INFO ] [sig       ] AREC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:26.518747] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AREC.txt
[2025-12-18T20:16:26.518905] [INFO ] [sig       ] [236/3568] Completed AREC in 0.4s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:26.518952] [INFO ] [sig       ] [237/3568] Forecasting ARES...
[2025-12-18T20:16:26.518984] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-18T20:16:26.519014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-18T20:16:26.531186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-18T20:16:26.531470] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-18T20:16:26.532260] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-18T20:16:26.532312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:26.532343] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:26.532368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:26.532424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:26.588244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:26.588868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:26.588947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:26.588979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:26.710528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:26.710698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:26.710756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:26.710786] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:26.714117] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2025-12-18T20:16:26.714395] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-18T20:16:26.714523] [INFO ] [sig       ] ARES: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:26.854040] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARES.txt
[2025-12-18T20:16:26.854180] [INFO ] [sig       ] [237/3568] Completed ARES in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:26.854219] [INFO ] [sig       ] [238/3568] Forecasting ARGX...
[2025-12-18T20:16:26.854250] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-18T20:16:26.854281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-18T20:16:26.865849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-18T20:16:26.866152] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-18T20:16:26.866934] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-18T20:16:26.866986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:26.867018] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:26.867044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:26.867100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:26.925413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:26.926136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:26.926219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:26.926253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:27.051192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:27.051349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:27.051390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:27.051420] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:27.054968] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-18T20:16:27.055262] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-18T20:16:27.055394] [INFO ] [sig       ] ARGX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:27.194696] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARGX.txt
[2025-12-18T20:16:27.194824] [INFO ] [sig       ] [238/3568] Completed ARGX in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:27.194863] [INFO ] [sig       ] [239/3568] Forecasting ARHS...
[2025-12-18T20:16:27.194893] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-18T20:16:27.194922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-18T20:16:27.206856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-18T20:16:27.207155] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-18T20:16:27.207959] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-18T20:16:27.208013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:27.208045] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:27.208073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:27.208131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:27.267453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:27.268605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:27.268697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:27.268730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:27.394228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:27.394389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:27.394442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:27.394482] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:27.398063] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-18T20:16:27.398362] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-18T20:16:27.398496] [INFO ] [sig       ] ARHS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:27.540117] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARHS.txt
[2025-12-18T20:16:27.540311] [INFO ] [sig       ] [239/3568] Completed ARHS in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:27.540364] [INFO ] [sig       ] [240/3568] Forecasting ARI...
[2025-12-18T20:16:27.540394] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-18T20:16:27.540424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-18T20:16:27.552304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-18T20:16:27.552731] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-18T20:16:27.553557] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-18T20:16:27.553638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:27.553672] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:27.553700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:27.553758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:27.613018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:27.613909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:27.613999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:27.614033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:27.741156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:27.741335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:27.741403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:27.741434] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:27.745243] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-12-18T20:16:27.745560] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-18T20:16:27.745731] [INFO ] [sig       ] ARI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:27.885803] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARI.txt
[2025-12-18T20:16:27.885972] [INFO ] [sig       ] [240/3568] Completed ARI in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:27.886013] [INFO ] [sig       ] [241/3568] Forecasting ARKO...
[2025-12-18T20:16:27.886043] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-18T20:16:27.886084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-18T20:16:27.897713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-18T20:16:27.898015] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-18T20:16:27.898854] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-18T20:16:27.898906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:27.898948] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:27.898977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:27.899034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:27.955004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:27.955910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:27.956050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:27.956097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:28.078173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:28.078359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:28.078422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:28.078463] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:28.083690] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=12.94%)
[2025-12-18T20:16:28.084340] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-18T20:16:28.084531] [INFO ] [sig       ] ARKO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:28.228272] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARKO.txt
[2025-12-18T20:16:28.228430] [INFO ] [sig       ] [241/3568] Completed ARKO in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:28.228470] [INFO ] [sig       ] [242/3568] Forecasting ARLO...
[2025-12-18T20:16:28.228499] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-18T20:16:28.228530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-18T20:16:28.240425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-18T20:16:28.240736] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-18T20:16:28.241495] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-18T20:16:28.241548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:28.241599] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:28.241628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:28.241685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:28.297590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:28.298260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:28.298339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:28.298371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:28.421012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:28.421171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:28.421215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:28.421245] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:28.424730] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=42.93%)
[2025-12-18T20:16:28.425019] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-18T20:16:28.425152] [INFO ] [sig       ] ARLO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:28.565606] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARLO.txt
[2025-12-18T20:16:28.565741] [INFO ] [sig       ] [242/3568] Completed ARLO in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:28.565781] [INFO ] [sig       ] [243/3568] Forecasting ARLP...
[2025-12-18T20:16:28.565811] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-18T20:16:28.565842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-18T20:16:28.578761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-18T20:16:28.579112] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-18T20:16:28.579923] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-18T20:16:28.579976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:28.580008] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:28.580043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:28.580124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:28.640048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:28.640925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:28.641021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:28.641067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:28.761699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:28.761866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:28.761908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:28.761938] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:28.765339] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-12-18T20:16:28.765643] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-18T20:16:28.765775] [INFO ] [sig       ] ARLP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:28.904869] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARLP.txt
[2025-12-18T20:16:28.905002] [INFO ] [sig       ] [243/3568] Completed ARLP in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:28.905041] [INFO ] [sig       ] [244/3568] Forecasting ARM...
[2025-12-18T20:16:28.905072] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-18T20:16:28.905102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-18T20:16:28.917340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-18T20:16:28.917710] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-18T20:16:28.918483] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-18T20:16:28.918534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:28.918566] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:28.918613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:28.918670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:28.975172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:28.975939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:28.976020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:28.976052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:29.097503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:29.097675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:29.097720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:29.097753] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:29.101158] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-18T20:16:29.101437] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-18T20:16:29.101564] [INFO ] [sig       ] ARM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:29.242389] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARM.txt
[2025-12-18T20:16:29.242610] [INFO ] [sig       ] [244/3568] Completed ARM in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:29.242661] [INFO ] [sig       ] [245/3568] Forecasting ARMK...
[2025-12-18T20:16:29.242693] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-18T20:16:29.242722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-18T20:16:29.254262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-18T20:16:29.254563] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-18T20:16:29.255417] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-18T20:16:29.255472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:29.255506] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:29.255533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:29.255610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:29.313925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:29.314683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:29.314768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:29.314800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:29.440140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:29.440296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:29.440338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:29.440366] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:29.443711] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-18T20:16:29.443985] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-18T20:16:29.444109] [INFO ] [sig       ] ARMK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:29.581968] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARMK.txt
[2025-12-18T20:16:29.582118] [INFO ] [sig       ] [245/3568] Completed ARMK in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:29.582160] [INFO ] [sig       ] [246/3568] Forecasting AROC...
[2025-12-18T20:16:29.582191] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-18T20:16:29.582223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-18T20:16:29.595238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-18T20:16:29.595634] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-18T20:16:29.596671] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-18T20:16:29.596730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:29.596763] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:29.596792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:29.597033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:29.656734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:29.657610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:29.657701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:29.657735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:29.777870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:29.778026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:29.778068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:29.778096] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:29.781486] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-18T20:16:29.781776] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-18T20:16:29.781924] [INFO ] [sig       ] AROC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:29.920378] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AROC.txt
[2025-12-18T20:16:29.920536] [INFO ] [sig       ] [246/3568] Completed AROC in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-18T20:16:29.920595] [INFO ] [sig       ] [247/3568] Forecasting ARQ...
[2025-12-18T20:16:29.920629] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-18T20:16:29.920660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-18T20:16:29.932077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-18T20:16:29.932477] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-18T20:16:29.933341] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-18T20:16:29.933397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:29.933430] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:29.933457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:29.933515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:29.998430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:29.999443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:29.999545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:29.999622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:30.131897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:30.132057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:30.132100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:30.132130] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:30.136039] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-18T20:16:30.136368] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-18T20:16:30.136515] [INFO ] [sig       ] ARQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:30.319900] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARQ.txt
[2025-12-18T20:16:30.320110] [INFO ] [sig       ] [247/3568] Completed ARQ in 0.4s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-18T20:16:30.320181] [INFO ] [sig       ] [248/3568] Forecasting ARQQ...
[2025-12-18T20:16:30.320230] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-18T20:16:30.320276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-18T20:16:30.334613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-18T20:16:30.335038] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-18T20:16:30.335833] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-18T20:16:30.335885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:30.335944] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:30.335972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:30.336030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:30.391035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:30.391707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:30.391793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:30.391825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:30.510676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:30.510841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:30.510883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:30.510927] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:30.514277] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-12-18T20:16:30.514552] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-18T20:16:30.514698] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:30.649921] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARQQ.txt
[2025-12-18T20:16:30.650048] [INFO ] [sig       ] [248/3568] Completed ARQQ in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-18T20:16:30.650087] [INFO ] [sig       ] [249/3568] Forecasting ARRY...
[2025-12-18T20:16:30.650116] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-18T20:16:30.650145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-18T20:16:30.662031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-18T20:16:30.662317] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-18T20:16:30.663096] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-18T20:16:30.663148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:30.663179] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:30.663206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:30.663261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:30.718621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:30.719270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:30.719354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:30.719385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:30.836585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:30.836736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:30.836784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:30.836818] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:30.840187] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-12-18T20:16:30.840482] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-18T20:16:30.840631] [INFO ] [sig       ] ARRY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:30.976494] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARRY.txt
[2025-12-18T20:16:30.976634] [INFO ] [sig       ] [249/3568] Completed ARRY in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-18T20:16:30.976676] [INFO ] [sig       ] [250/3568] Forecasting ARTL...
[2025-12-18T20:16:30.976705] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-18T20:16:30.976735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-18T20:16:30.987959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-18T20:16:30.988285] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-18T20:16:30.989078] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-18T20:16:30.989132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:30.989164] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:30.989191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:30.989247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:31.044699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:31.045325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:31.045419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:31.045451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:31.156461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:31.156624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:31.156665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:31.156693] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:31.160026] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-18T20:16:31.160297] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-18T20:16:31.160423] [INFO ] [sig       ] ARTL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:31.296118] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ARTL.txt
[2025-12-18T20:16:31.296244] [INFO ] [sig       ] [250/3568] Completed ARTL in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-18T20:16:31.296283] [INFO ] [sig       ] [251/3568] Forecasting ARTNA...
[2025-12-18T20:16:31.296311] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-18T20:16:31.296341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-18T20:16:31.306955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-18T20:16:31.307255] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-18T20:16:31.308027] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-18T20:16:31.308078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:31.308109] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:31.308136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:31.308192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:31.366098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:31.366861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:31.366946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:31.366978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:31.478472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:31.478632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:31.478673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:31.478732] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:31.482073] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-18T20:16:31.482351] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-18T20:16:31.482478] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:31.619982] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARTNA.txt
[2025-12-18T20:16:31.620114] [INFO ] [sig       ] [251/3568] Completed ARTNA in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-18T20:16:31.620153] [INFO ] [sig       ] [252/3568] Forecasting ARVN...
[2025-12-18T20:16:31.620183] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-18T20:16:31.620213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-18T20:16:31.633077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-18T20:16:31.633518] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-18T20:16:31.634447] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-18T20:16:31.634501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:31.634532] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:31.634615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:31.634705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:31.697190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:31.698187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:31.698296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:31.698344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:31.832299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:31.832467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:31.832509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:31.832538] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:31.836500] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-12-18T20:16:31.836908] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-18T20:16:31.837057] [INFO ] [sig       ] ARVN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:31.982615] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ARVN.txt
[2025-12-18T20:16:31.982779] [INFO ] [sig       ] [252/3568] Completed ARVN in 0.4s | 2.89 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:31.982818] [INFO ] [sig       ] [253/3568] Forecasting ASA...
[2025-12-18T20:16:31.982847] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-18T20:16:31.982879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-18T20:16:31.995129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-18T20:16:31.995508] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-18T20:16:31.996362] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-18T20:16:31.996416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:31.996449] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:31.996477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:31.996536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:32.052292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:32.053031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:32.053114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:32.053146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:32.170311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:32.170464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:32.170504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:32.170534] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:32.173869] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-18T20:16:32.174150] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-18T20:16:32.174278] [INFO ] [sig       ] ASA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:32.310414] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASA.txt
[2025-12-18T20:16:32.310564] [INFO ] [sig       ] [253/3568] Completed ASA in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:32.310622] [INFO ] [sig       ] [254/3568] Forecasting ASB...
[2025-12-18T20:16:32.310652] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-18T20:16:32.310684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-18T20:16:32.322600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-18T20:16:32.322940] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-18T20:16:32.323754] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-18T20:16:32.323807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:32.323837] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:32.323863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:32.323920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:32.378798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:32.379487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:32.379589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:32.379623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:32.506918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:32.507102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:32.507171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:32.507209] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:32.511117] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=82.76%)
[2025-12-18T20:16:32.511420] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-18T20:16:32.511568] [INFO ] [sig       ] ASB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:32.665681] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASB.txt
[2025-12-18T20:16:32.665876] [INFO ] [sig       ] [254/3568] Completed ASB in 0.4s | 2.89 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:32.665930] [INFO ] [sig       ] [255/3568] Forecasting ASBA...
[2025-12-18T20:16:32.665965] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-18T20:16:32.666002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-18T20:16:32.681235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-18T20:16:32.681785] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-18T20:16:32.682919] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-18T20:16:32.682989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:32.683033] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:32.683073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:32.683156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:32.746543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:32.747677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:32.747781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:32.747820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:32.882220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:32.882407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:32.882453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:32.882482] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:32.887465] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-18T20:16:32.887944] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-18T20:16:32.888110] [INFO ] [sig       ] ASBA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:33.073520] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASBA.txt
[2025-12-18T20:16:33.073777] [INFO ] [sig       ] [255/3568] Completed ASBA in 0.4s | 2.89 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:33.073856] [INFO ] [sig       ] [256/3568] Forecasting ASC...
[2025-12-18T20:16:33.073919] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-18T20:16:33.073964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-18T20:16:33.092319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-18T20:16:33.094252] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-18T20:16:33.095928] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-18T20:16:33.096038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:33.096080] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:33.096116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:33.096202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:33.186470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:33.187736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:33.187856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:33.187901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:33.348673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:33.348874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:33.348947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:33.349009] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:33.354134] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-18T20:16:33.354683] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-18T20:16:33.354897] [INFO ] [sig       ] ASC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:33.556455] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASC.txt
[2025-12-18T20:16:33.556710] [INFO ] [sig       ] [256/3568] Completed ASC in 0.5s | 2.89 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:33.556764] [INFO ] [sig       ] [257/3568] Forecasting ASG...
[2025-12-18T20:16:33.556807] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-18T20:16:33.556848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-18T20:16:33.572306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-18T20:16:33.572813] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-18T20:16:33.574073] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-18T20:16:33.574144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:33.574183] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:33.574215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:33.574296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:33.657247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:33.658477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:33.658608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:33.658653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:33.828246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:33.828428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:33.828484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:33.828522] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:33.833162] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-18T20:16:33.833534] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-18T20:16:33.833724] [INFO ] [sig       ] ASG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:34.009286] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASG.txt
[2025-12-18T20:16:34.009440] [INFO ] [sig       ] [257/3568] Completed ASG in 0.5s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:34.009483] [INFO ] [sig       ] [258/3568] Forecasting ASGI...
[2025-12-18T20:16:34.009513] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-18T20:16:34.009544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-18T20:16:34.021656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-18T20:16:34.021947] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-18T20:16:34.022738] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-18T20:16:34.022795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:34.022828] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:34.022856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:34.022913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:34.078051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:34.078822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:34.078936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:34.078971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:34.203836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:34.203989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:34.204031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:34.204060] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:34.207411] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-18T20:16:34.207707] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-18T20:16:34.207839] [INFO ] [sig       ] ASGI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:34.346276] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASGI.txt
[2025-12-18T20:16:34.346408] [INFO ] [sig       ] [258/3568] Completed ASGI in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:34.346449] [INFO ] [sig       ] [259/3568] Forecasting ASGN...
[2025-12-18T20:16:34.346479] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-18T20:16:34.346509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-18T20:16:34.358906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-18T20:16:34.359404] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-18T20:16:34.360377] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-18T20:16:34.360428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:34.360460] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:34.360486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:34.360544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:34.417406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:34.418284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:34.418367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:34.418400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:34.548595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:34.548752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:34.548803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:34.548839] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:34.552336] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=9.74%)
[2025-12-18T20:16:34.552634] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-18T20:16:34.552769] [INFO ] [sig       ] ASGN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:34.696271] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASGN.txt
[2025-12-18T20:16:34.696400] [INFO ] [sig       ] [259/3568] Completed ASGN in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:34.696441] [INFO ] [sig       ] [260/3568] Forecasting ASH...
[2025-12-18T20:16:34.696470] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-18T20:16:34.696499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-18T20:16:34.708725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-18T20:16:34.709020] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-18T20:16:34.709844] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-18T20:16:34.709902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:34.709936] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:34.709965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:34.710212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:34.767825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:34.768686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:34.768764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:34.768795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:34.891540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:34.891714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:34.891758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:34.891789] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:34.895251] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-18T20:16:34.895530] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-18T20:16:34.895694] [INFO ] [sig       ] ASH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:35.038140] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASH.txt
[2025-12-18T20:16:35.038278] [INFO ] [sig       ] [260/3568] Completed ASH in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:35.038324] [INFO ] [sig       ] [261/3568] Forecasting ASIX...
[2025-12-18T20:16:35.038366] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-18T20:16:35.038405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-18T20:16:35.054016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-18T20:16:35.054541] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-18T20:16:35.055739] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-18T20:16:35.055813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:35.055859] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:35.055902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:35.055988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:35.138261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:35.139433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:35.139546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:35.139612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:35.269085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:35.269255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:35.269307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:35.269337] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:35.273501] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-12-18T20:16:35.273874] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-18T20:16:35.274023] [INFO ] [sig       ] ASIX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:35.489492] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASIX.txt
[2025-12-18T20:16:35.489707] [INFO ] [sig       ] [261/3568] Completed ASIX in 0.5s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:35.489753] [INFO ] [sig       ] [262/3568] Forecasting ASLE...
[2025-12-18T20:16:35.489786] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-18T20:16:35.489820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-18T20:16:35.501763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-18T20:16:35.502268] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-18T20:16:35.503357] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-18T20:16:35.503426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:35.503471] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:35.503509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:35.503615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:35.562701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:35.563599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:35.563690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:35.563725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:35.691752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:35.691952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:35.692000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:35.692028] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:35.695598] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2025-12-18T20:16:35.695889] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-18T20:16:35.696023] [INFO ] [sig       ] ASLE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:35.837377] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASLE.txt
[2025-12-18T20:16:35.837531] [INFO ] [sig       ] [262/3568] Completed ASLE in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:35.837591] [INFO ] [sig       ] [263/3568] Forecasting ASMB...
[2025-12-18T20:16:35.837625] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-18T20:16:35.837656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-18T20:16:35.854005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-18T20:16:35.854397] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-18T20:16:35.855206] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-18T20:16:35.855259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:35.855291] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:35.855319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:35.855376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:35.910789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:35.911590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:35.911672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:35.911705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:36.031370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:36.031539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:36.031601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:36.031634] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:36.035045] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-12-18T20:16:36.035335] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-18T20:16:36.035469] [INFO ] [sig       ] ASMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:36.173418] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASMB.txt
[2025-12-18T20:16:36.173605] [INFO ] [sig       ] [263/3568] Completed ASMB in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:36.173650] [INFO ] [sig       ] [264/3568] Forecasting ASML...
[2025-12-18T20:16:36.173682] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-18T20:16:36.173713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-18T20:16:36.186133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-18T20:16:36.186409] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-18T20:16:36.187190] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-18T20:16:36.187243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:36.187277] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:36.187305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:36.187361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:36.243448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:36.244356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:36.244452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:36.244487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:36.374471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:36.374647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:36.374691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:36.374724] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:36.378203] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=32.20%)
[2025-12-18T20:16:36.378495] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-18T20:16:36.378650] [INFO ] [sig       ] ASML: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:36.524297] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASML.txt
[2025-12-18T20:16:36.524484] [INFO ] [sig       ] [264/3568] Completed ASML in 0.4s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:36.524527] [INFO ] [sig       ] [265/3568] Forecasting ASND...
[2025-12-18T20:16:36.524557] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-18T20:16:36.524606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-18T20:16:36.537525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-18T20:16:36.538055] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-18T20:16:36.539003] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-18T20:16:36.539112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:36.539192] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:36.539223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:36.539293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:36.611444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:36.612358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:36.612484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:36.612521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:36.734465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:36.734661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:36.734706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:36.734735] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:36.738108] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-18T20:16:36.738403] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-18T20:16:36.738541] [INFO ] [sig       ] ASND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:36.879094] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASND.txt
[2025-12-18T20:16:36.879254] [INFO ] [sig       ] [265/3568] Completed ASND in 0.4s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:36.879296] [INFO ] [sig       ] [266/3568] Forecasting ASNS...
[2025-12-18T20:16:36.879325] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-18T20:16:36.879356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-18T20:16:36.891120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-18T20:16:36.891471] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-18T20:16:36.892256] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-18T20:16:36.892308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:36.892340] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:36.892366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:36.892428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:36.947951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:36.948841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:36.948923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:36.948956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:37.065924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:37.066084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:37.066126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:37.066154] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:37.069568] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=21.11%)
[2025-12-18T20:16:37.069918] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-18T20:16:37.070061] [INFO ] [sig       ] ASNS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:37.222617] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASNS.txt
[2025-12-18T20:16:37.222857] [INFO ] [sig       ] [266/3568] Completed ASNS in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:37.222923] [INFO ] [sig       ] [267/3568] Forecasting ASO...
[2025-12-18T20:16:37.222976] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-18T20:16:37.223027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-18T20:16:37.238505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-18T20:16:37.239021] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-18T20:16:37.240234] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-18T20:16:37.240301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:37.240352] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:37.240397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:37.240485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:37.327077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:37.328030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:37.328118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:37.328152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:37.446902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:37.447064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:37.447106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:37.447135] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:37.450632] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=29.40%)
[2025-12-18T20:16:37.450943] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-18T20:16:37.451085] [INFO ] [sig       ] ASO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:37.587990] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASO.txt
[2025-12-18T20:16:37.588149] [INFO ] [sig       ] [267/3568] Completed ASO in 0.4s | 2.88 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-18T20:16:37.588189] [INFO ] [sig       ] [268/3568] Forecasting ASPI...
[2025-12-18T20:16:37.588220] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-18T20:16:37.588251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-18T20:16:37.600087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-18T20:16:37.600480] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-18T20:16:37.601264] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-18T20:16:37.601316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:37.601348] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:37.601375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:37.601431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:37.656231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:37.656931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:37.657015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:37.657048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:37.771910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:37.772072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:37.772114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:37.772174] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:37.775528] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-12-18T20:16:37.775819] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-18T20:16:37.775950] [INFO ] [sig       ] ASPI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:37.912188] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASPI.txt
[2025-12-18T20:16:37.912306] [INFO ] [sig       ] [268/3568] Completed ASPI in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:37.912351] [INFO ] [sig       ] [269/3568] Forecasting ASPN...
[2025-12-18T20:16:37.912382] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-18T20:16:37.912412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-18T20:16:37.923939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-18T20:16:37.924216] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-18T20:16:37.924992] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-18T20:16:37.925044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:37.925076] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:37.925103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:37.925159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:37.983957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:37.984826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:37.984911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:37.984943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:38.107329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:38.107490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:38.107533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:38.107562] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:38.111372] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=73.22%)
[2025-12-18T20:16:38.111674] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-18T20:16:38.111805] [INFO ] [sig       ] ASPN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:38.250487] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASPN.txt
[2025-12-18T20:16:38.250687] [INFO ] [sig       ] [269/3568] Completed ASPN in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:38.250732] [INFO ] [sig       ] [270/3568] Forecasting ASPS...
[2025-12-18T20:16:38.250762] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-18T20:16:38.250792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-18T20:16:38.262529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-18T20:16:38.262870] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-18T20:16:38.263658] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-18T20:16:38.263710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:38.263741] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:38.263768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:38.263824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:38.320105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:38.320734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:38.320813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:38.320845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:38.450340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:38.450494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:38.450536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:38.450565] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:38.453911] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-18T20:16:38.454199] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-18T20:16:38.454329] [INFO ] [sig       ] ASPS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:38.593760] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASPS.txt
[2025-12-18T20:16:38.593929] [INFO ] [sig       ] [270/3568] Completed ASPS in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:38.593978] [INFO ] [sig       ] [271/3568] Forecasting ASTE...
[2025-12-18T20:16:38.594013] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-18T20:16:38.594050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-18T20:16:38.607006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-18T20:16:38.607427] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-18T20:16:38.608324] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-18T20:16:38.608380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:38.608414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:38.608441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:38.608498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:38.664291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:38.665252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:38.665340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:38.665372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:38.783189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:38.783358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:38.783400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:38.783429] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:38.786839] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-18T20:16:38.787142] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-18T20:16:38.787301] [INFO ] [sig       ] ASTE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:38.926729] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASTE.txt
[2025-12-18T20:16:38.926879] [INFO ] [sig       ] [271/3568] Completed ASTE in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:38.926921] [INFO ] [sig       ] [272/3568] Forecasting ASTH...
[2025-12-18T20:16:38.926951] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-18T20:16:38.926980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-18T20:16:38.938070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-18T20:16:38.938410] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-18T20:16:38.939225] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-18T20:16:38.939278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:38.939310] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:38.939336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:38.939393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:38.995474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:38.996207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:38.996287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:38.996319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:39.120033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:39.120229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:39.120290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:39.120320] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:39.123899] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=21.61%)
[2025-12-18T20:16:39.124211] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-18T20:16:39.124344] [INFO ] [sig       ] ASTH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:39.263061] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASTH.txt
[2025-12-18T20:16:39.263214] [INFO ] [sig       ] [272/3568] Completed ASTH in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:39.263256] [INFO ] [sig       ] [273/3568] Forecasting ASTI...
[2025-12-18T20:16:39.263286] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-18T20:16:39.263316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-18T20:16:39.275163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-18T20:16:39.275520] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-18T20:16:39.276314] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-18T20:16:39.276367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:39.276399] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:39.276425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:39.276482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:39.331924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:39.332853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:39.332944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:39.332976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:39.453730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:39.453894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:39.453937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:39.453965] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:39.457393] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-12-18T20:16:39.457722] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-18T20:16:39.457860] [INFO ] [sig       ] ASTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:39.606467] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASTI.txt
[2025-12-18T20:16:39.606663] [INFO ] [sig       ] [273/3568] Completed ASTI in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:39.606714] [INFO ] [sig       ] [274/3568] Forecasting ASTL...
[2025-12-18T20:16:39.606746] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-18T20:16:39.606776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-18T20:16:39.618265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-18T20:16:39.618692] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-18T20:16:39.619551] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-18T20:16:39.619632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:39.619667] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:39.619694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:39.619752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:39.677204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:39.678115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:39.678203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:39.678236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:39.800245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:39.800415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:39.800458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:39.800487] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:39.804066] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=24.45%)
[2025-12-18T20:16:39.804401] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-18T20:16:39.804549] [INFO ] [sig       ] ASTL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:39.952248] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASTL.txt
[2025-12-18T20:16:39.952409] [INFO ] [sig       ] [274/3568] Completed ASTL in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:39.952453] [INFO ] [sig       ] [275/3568] Forecasting ASTS...
[2025-12-18T20:16:39.952485] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-18T20:16:39.952516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-18T20:16:39.965834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-18T20:16:39.966236] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-18T20:16:39.967151] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-18T20:16:39.967212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:39.967258] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:39.967289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:39.967347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:40.038726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:40.039686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:40.039822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:40.039857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:40.174538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:40.174725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:40.174770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:40.174801] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:40.178472] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-18T20:16:40.178846] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-18T20:16:40.178993] [INFO ] [sig       ] ASTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:40.333231] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASTS.txt
[2025-12-18T20:16:40.333405] [INFO ] [sig       ] [275/3568] Completed ASTS in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:40.333446] [INFO ] [sig       ] [276/3568] Forecasting ASX...
[2025-12-18T20:16:40.333475] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-18T20:16:40.333505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-18T20:16:40.344951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-18T20:16:40.345325] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-18T20:16:40.346141] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-18T20:16:40.346202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:40.346270] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:40.346303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:40.346365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:40.407754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:40.408656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:40.408745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:40.408780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:40.532899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:40.533062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:40.533107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:40.533137] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:40.536778] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=43.28%)
[2025-12-18T20:16:40.537117] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-18T20:16:40.537265] [INFO ] [sig       ] ASX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:40.689958] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ASX.txt
[2025-12-18T20:16:40.690145] [INFO ] [sig       ] [276/3568] Completed ASX in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:40.690188] [INFO ] [sig       ] [277/3568] Forecasting ASYS...
[2025-12-18T20:16:40.690219] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-18T20:16:40.690252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-18T20:16:40.701867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-18T20:16:40.702258] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-18T20:16:40.703117] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-18T20:16:40.703173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:40.703206] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:40.703235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:40.703295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:40.767155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:40.768092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:40.768189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:40.768223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:40.901462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:40.901643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:40.901689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:40.901720] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:40.905390] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-18T20:16:40.905733] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-18T20:16:40.905878] [INFO ] [sig       ] ASYS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:41.051655] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ASYS.txt
[2025-12-18T20:16:41.051805] [INFO ] [sig       ] [277/3568] Completed ASYS in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-18T20:16:41.051846] [INFO ] [sig       ] [278/3568] Forecasting ATAI...
[2025-12-18T20:16:41.051877] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-18T20:16:41.051909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-18T20:16:41.063599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-18T20:16:41.063944] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-18T20:16:41.064734] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-18T20:16:41.064786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:41.064818] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:41.064846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:41.064903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:41.125780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:41.126651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:41.126738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:41.126772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:41.244982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:41.245142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:41.245185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:41.245216] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:41.248855] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-18T20:16:41.249378] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-18T20:16:41.249528] [INFO ] [sig       ] ATAI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:41.398234] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ATAI.txt
[2025-12-18T20:16:41.398417] [INFO ] [sig       ] [278/3568] Completed ATAI in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-18T20:16:41.398460] [INFO ] [sig       ] [279/3568] Forecasting ATEC...
[2025-12-18T20:16:41.398490] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-18T20:16:41.398521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-18T20:16:41.411938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-18T20:16:41.412322] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-18T20:16:41.413225] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-18T20:16:41.413281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:41.413314] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:41.413525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:41.413609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:41.481031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:41.482011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:41.482115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:41.482163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:41.624401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:41.624587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:41.624638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:41.624668] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:41.628457] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-18T20:16:41.628834] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-18T20:16:41.628983] [INFO ] [sig       ] ATEC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:41.778757] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ATEC.txt
[2025-12-18T20:16:41.778925] [INFO ] [sig       ] [279/3568] Completed ATEC in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-18T20:16:41.778975] [INFO ] [sig       ] [280/3568] Forecasting ATEN...
[2025-12-18T20:16:41.779007] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-18T20:16:41.779065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-18T20:16:41.797615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-18T20:16:41.798120] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-18T20:16:41.799011] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-18T20:16:41.799088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:41.799123] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:41.799150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:41.799208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:41.856334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:41.857300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:41.857391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:41.857425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:41.987344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:41.987523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:41.987566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:41.987617] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:41.991493] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-18T20:16:41.991923] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-18T20:16:41.992090] [INFO ] [sig       ] ATEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:42.139514] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ATEN.txt
[2025-12-18T20:16:42.139694] [INFO ] [sig       ] [280/3568] Completed ATEN in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-18T20:16:42.139737] [INFO ] [sig       ] [281/3568] Forecasting ATEX...
[2025-12-18T20:16:42.139766] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-18T20:16:42.139796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-18T20:16:42.154810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-18T20:16:42.155249] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-18T20:16:42.156097] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-18T20:16:42.156155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:42.156189] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:42.156215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:42.156282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:42.215743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:42.216655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:42.216739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:42.216771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:42.337657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:42.337826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:42.337870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:42.337901] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:42.341391] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-18T20:16:42.341699] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-18T20:16:42.341858] [INFO ] [sig       ] ATEX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:42.483164] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATEX.txt
[2025-12-18T20:16:42.483321] [INFO ] [sig       ] [281/3568] Completed ATEX in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-18T20:16:42.483363] [INFO ] [sig       ] [282/3568] Forecasting ATGE...
[2025-12-18T20:16:42.483394] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-18T20:16:42.483426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-18T20:16:42.495502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-18T20:16:42.495836] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-18T20:16:42.496634] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-18T20:16:42.496688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:42.496748] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:42.496778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:42.496838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:42.555526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:42.556319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:42.556402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:42.556437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:42.679219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:42.679386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:42.679431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:42.679459] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:42.683748] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-18T20:16:42.684126] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-18T20:16:42.684313] [INFO ] [sig       ] ATGE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:42.840169] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATGE.txt
[2025-12-18T20:16:42.840332] [INFO ] [sig       ] [282/3568] Completed ATGE in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-18T20:16:42.840375] [INFO ] [sig       ] [283/3568] Forecasting ATHA...
[2025-12-18T20:16:42.840406] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-18T20:16:42.840436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-18T20:16:42.852137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-18T20:16:42.852558] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-18T20:16:42.853509] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-18T20:16:42.853569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:42.853649] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:42.853681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:42.853737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:42.910607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:42.911473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:42.911561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:42.911618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:43.039233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:43.039401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:43.039445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:43.039492] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:43.043306] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-12-18T20:16:43.043714] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-18T20:16:43.043867] [INFO ] [sig       ] ATHA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:43.211103] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATHA.txt
[2025-12-18T20:16:43.211454] [INFO ] [sig       ] [283/3568] Completed ATHA in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-18T20:16:43.211496] [INFO ] [sig       ] [284/3568] Forecasting ATHM...
[2025-12-18T20:16:43.211526] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-18T20:16:43.211556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-18T20:16:43.224308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-18T20:16:43.224624] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-18T20:16:43.225437] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-18T20:16:43.225491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:43.225524] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:43.225552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:43.225646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:43.284123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:43.285068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:43.285154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:43.285186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:43.408634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:43.408798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:43.408841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:43.408869] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:43.412325] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-12-18T20:16:43.412626] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-18T20:16:43.412757] [INFO ] [sig       ] ATHM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:43.556924] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATHM.txt
[2025-12-18T20:16:43.557094] [INFO ] [sig       ] [284/3568] Completed ATHM in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-18T20:16:43.557135] [INFO ] [sig       ] [285/3568] Forecasting ATI...
[2025-12-18T20:16:43.557166] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-18T20:16:43.557391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-18T20:16:43.571015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-18T20:16:43.571398] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-18T20:16:43.572202] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-18T20:16:43.572257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:43.572289] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:43.572316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:43.572373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:43.633031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:43.633926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:43.634035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:43.634070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:43.757837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:43.757996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:43.758038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:43.758101] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:43.761529] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=82.16%)
[2025-12-18T20:16:43.761825] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-18T20:16:43.761953] [INFO ] [sig       ] ATI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:43.914044] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATI.txt
[2025-12-18T20:16:43.914205] [INFO ] [sig       ] [285/3568] Completed ATI in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:43.914245] [INFO ] [sig       ] [286/3568] Forecasting ATLC...
[2025-12-18T20:16:43.914276] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-18T20:16:43.914305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-18T20:16:43.927507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-18T20:16:43.928073] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-18T20:16:43.929223] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-18T20:16:43.929300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:43.929344] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:43.929379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:43.929456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:43.987877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:43.988970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:43.989094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:43.989132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:44.115820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:44.115983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:44.116027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:44.116059] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:44.119872] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-18T20:16:44.120151] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-18T20:16:44.120286] [INFO ] [sig       ] ATLC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:44.271025] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ATLC.txt
[2025-12-18T20:16:44.271174] [INFO ] [sig       ] [286/3568] Completed ATLC in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:44.271213] [INFO ] [sig       ] [287/3568] Forecasting ATLCZ...
[2025-12-18T20:16:44.271244] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-18T20:16:44.271274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-18T20:16:44.282686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-18T20:16:44.283120] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-18T20:16:44.283956] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-18T20:16:44.284009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:44.284057] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:44.284091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:44.284161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:44.341036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:44.341949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:44.342034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:44.342067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:44.459679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:44.459839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:44.459882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:44.459912] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:44.463695] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-18T20:16:44.463968] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-18T20:16:44.464102] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:44.605693] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ATLCZ.txt
[2025-12-18T20:16:44.605859] [INFO ] [sig       ] [287/3568] Completed ATLCZ in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:44.605906] [INFO ] [sig       ] [288/3568] Forecasting ATLO...
[2025-12-18T20:16:44.605939] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-18T20:16:44.605970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-18T20:16:44.617483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-18T20:16:44.617890] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-18T20:16:44.618828] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-18T20:16:44.618881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:44.618914] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:44.618942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:44.618999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:44.674433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:44.675328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:44.675411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:44.675444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:44.783133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:44.783293] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:16:44.783335] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:44.783364] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:44.786696] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-12-18T20:16:44.786980] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-18T20:16:44.787107] [INFO ] [sig       ] ATLO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:44.931091] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATLO.txt
[2025-12-18T20:16:44.931264] [INFO ] [sig       ] [288/3568] Completed ATLO in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:44.931306] [INFO ] [sig       ] [289/3568] Forecasting ATNI...
[2025-12-18T20:16:44.931335] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-18T20:16:44.931364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-18T20:16:44.945419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-18T20:16:44.945886] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-18T20:16:44.946818] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-18T20:16:44.946872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:44.946905] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:44.946933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:44.947007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:45.005847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:45.006752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:45.006840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:45.006872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:45.130174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:45.130343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:45.130388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:45.130417] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:45.133916] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-12-18T20:16:45.134224] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-18T20:16:45.134364] [INFO ] [sig       ] ATNI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:45.283313] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ATNI.txt
[2025-12-18T20:16:45.283483] [INFO ] [sig       ] [289/3568] Completed ATNI in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:45.283526] [INFO ] [sig       ] [290/3568] Forecasting ATO...
[2025-12-18T20:16:45.283555] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-18T20:16:45.283608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-18T20:16:45.296113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-18T20:16:45.296527] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-18T20:16:45.297504] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-18T20:16:45.297560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:45.297625] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:45.297654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:45.297711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:45.359311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:45.360231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:45.360315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:45.360348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:45.491601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:45.491780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:45.491824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:45.491853] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:45.495399] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=68.67%)
[2025-12-18T20:16:45.495712] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-18T20:16:45.495846] [INFO ] [sig       ] ATO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:45.633418] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATO.txt
[2025-12-18T20:16:45.633600] [INFO ] [sig       ] [290/3568] Completed ATO in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:45.633645] [INFO ] [sig       ] [291/3568] Forecasting ATOM...
[2025-12-18T20:16:45.633674] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-18T20:16:45.633710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-18T20:16:45.645093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-18T20:16:45.645430] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-18T20:16:45.646207] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-18T20:16:45.646258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:45.646289] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:45.646315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:45.646372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:45.701353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:45.702234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:45.702317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:45.702349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:45.826339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:45.826501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:45.826545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:45.826612] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:45.830447] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-18T20:16:45.830781] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-18T20:16:45.830927] [INFO ] [sig       ] ATOM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:45.972242] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATOM.txt
[2025-12-18T20:16:45.972407] [INFO ] [sig       ] [291/3568] Completed ATOM in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:45.972448] [INFO ] [sig       ] [292/3568] Forecasting ATRA...
[2025-12-18T20:16:45.972478] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-18T20:16:45.972509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-18T20:16:45.984588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-18T20:16:45.984979] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-18T20:16:45.985812] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-18T20:16:45.985866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:45.985898] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:45.985927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:45.985986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:46.043620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:46.044512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:46.044670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:46.044717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:46.168793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:46.169004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:46.169064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:46.169094] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:46.172721] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-18T20:16:46.173008] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-18T20:16:46.173142] [INFO ] [sig       ] ATRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:46.313084] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATRA.txt
[2025-12-18T20:16:46.313262] [INFO ] [sig       ] [292/3568] Completed ATRA in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:46.313302] [INFO ] [sig       ] [293/3568] Forecasting ATRC...
[2025-12-18T20:16:46.313331] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-18T20:16:46.313360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-18T20:16:46.324528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-18T20:16:46.324933] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-18T20:16:46.325771] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-18T20:16:46.325822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:46.325853] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:46.325879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:46.325934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:46.381834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:46.382747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:46.382832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:46.382866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:46.515352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:46.515533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:46.515615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:46.515664] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:46.520728] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=57.51%)
[2025-12-18T20:16:46.521181] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-18T20:16:46.521378] [INFO ] [sig       ] ATRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:46.674043] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ATRC.txt
[2025-12-18T20:16:46.674200] [INFO ] [sig       ] [293/3568] Completed ATRC in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:46.674241] [INFO ] [sig       ] [294/3568] Forecasting ATRO...
[2025-12-18T20:16:46.674270] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-18T20:16:46.674300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-18T20:16:46.685663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-18T20:16:46.686077] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-18T20:16:46.686947] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-18T20:16:46.687002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:46.687036] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:46.687063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:46.687120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:46.743089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:46.743961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:46.744044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:46.744077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:46.867478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:46.867656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:46.867699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:46.867745] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:46.871125] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-18T20:16:46.871395] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-18T20:16:46.871520] [INFO ] [sig       ] ATRO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:47.011719] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ATRO.txt
[2025-12-18T20:16:47.011854] [INFO ] [sig       ] [294/3568] Completed ATRO in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:47.011894] [INFO ] [sig       ] [295/3568] Forecasting ATXS...
[2025-12-18T20:16:47.011924] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-18T20:16:47.011953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-18T20:16:47.023135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-18T20:16:47.023394] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-18T20:16:47.024240] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-18T20:16:47.024293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:47.024325] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:47.024351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:47.024407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:47.080298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:47.080922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:47.080999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:47.081031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:47.208230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:47.208402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:47.208454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:47.208491] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:47.213474] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=46.31%)
[2025-12-18T20:16:47.213900] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-18T20:16:47.214088] [INFO ] [sig       ] ATXS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:47.360353] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ATXS.txt
[2025-12-18T20:16:47.360539] [INFO ] [sig       ] [295/3568] Completed ATXS in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:47.360600] [INFO ] [sig       ] [296/3568] Forecasting AUB...
[2025-12-18T20:16:47.360633] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-18T20:16:47.360664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-18T20:16:47.375834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-18T20:16:47.376339] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-18T20:16:47.377483] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-18T20:16:47.377552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:47.377633] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:47.377678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:47.377758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:47.438736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:47.439692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:47.439784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:47.439817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:47.566231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:47.566411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:47.566457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:47.566485] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:47.570215] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2025-12-18T20:16:47.570635] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-18T20:16:47.570798] [INFO ] [sig       ] AUB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:47.723345] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AUB.txt
[2025-12-18T20:16:47.723500] [INFO ] [sig       ] [296/3568] Completed AUB in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-18T20:16:47.723542] [INFO ] [sig       ] [297/3568] Forecasting AUDC...
[2025-12-18T20:16:47.723589] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-18T20:16:47.723622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-18T20:16:47.735547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-18T20:16:47.735968] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-18T20:16:47.736794] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-18T20:16:47.736847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:47.736880] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:47.736908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:47.736966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:47.795720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:47.796607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:47.796695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:47.796728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:47.918714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:47.918883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:47.918937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:47.918967] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:47.922641] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-18T20:16:47.922978] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-18T20:16:47.923118] [INFO ] [sig       ] AUDC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:48.069856] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AUDC.txt
[2025-12-18T20:16:48.070013] [INFO ] [sig       ] [297/3568] Completed AUDC in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-18T20:16:48.070052] [INFO ] [sig       ] [298/3568] Forecasting AUPH...
[2025-12-18T20:16:48.070088] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-18T20:16:48.070125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-18T20:16:48.085067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-18T20:16:48.085534] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-18T20:16:48.086620] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-18T20:16:48.086686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:48.086731] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:48.086769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:48.086874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:48.147832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:48.148733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:48.148818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:48.148850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:48.264142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:48.264311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:48.264352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:48.264381] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:48.267858] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: UP (p=56.85%)
[2025-12-18T20:16:48.268196] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-18T20:16:48.268338] [INFO ] [sig       ] AUPH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:48.408089] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AUPH.txt
[2025-12-18T20:16:48.408232] [INFO ] [sig       ] [298/3568] Completed AUPH in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-18T20:16:48.408273] [INFO ] [sig       ] [299/3568] Forecasting AURA...
[2025-12-18T20:16:48.408302] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-18T20:16:48.408330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-18T20:16:48.423131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-18T20:16:48.423561] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-18T20:16:48.424689] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-18T20:16:48.424761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:48.424847] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:48.424880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:48.424938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:48.501210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:48.502276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:48.502391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:48.502449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:48.626334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:48.626489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:48.626530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:48.626558] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:48.629947] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-18T20:16:48.630222] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-18T20:16:48.630348] [INFO ] [sig       ] AURA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:48.768005] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AURA.txt
[2025-12-18T20:16:48.768132] [INFO ] [sig       ] [299/3568] Completed AURA in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-18T20:16:48.768172] [INFO ] [sig       ] [300/3568] Forecasting AUTL...
[2025-12-18T20:16:48.768202] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-18T20:16:48.768232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-18T20:16:48.781764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-18T20:16:48.782279] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-18T20:16:48.783555] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-18T20:16:48.783644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:48.783680] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:48.783711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:48.783783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:48.842011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:48.843118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:48.843234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:48.843274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:48.975281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:48.975441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:48.975484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:48.975515] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:48.979001] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-18T20:16:48.979314] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-18T20:16:48.979443] [INFO ] [sig       ] AUTL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:49.122306] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AUTL.txt
[2025-12-18T20:16:49.122444] [INFO ] [sig       ] [300/3568] Completed AUTL in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-18T20:16:49.122484] [INFO ] [sig       ] [301/3568] Forecasting AVA...
[2025-12-18T20:16:49.122513] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-18T20:16:49.122543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-18T20:16:49.134160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-18T20:16:49.134420] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-18T20:16:49.135183] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-18T20:16:49.135234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:49.135267] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:49.135294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:49.135350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:49.193099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:49.193958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:49.194040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:49.194072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:49.306268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:49.306414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:49.306453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:49.306481] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:49.309798] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-12-18T20:16:49.310071] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-18T20:16:49.310193] [INFO ] [sig       ] AVA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:49.461132] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AVA.txt
[2025-12-18T20:16:49.461284] [INFO ] [sig       ] [301/3568] Completed AVA in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-18T20:16:49.461326] [INFO ] [sig       ] [302/3568] Forecasting AVAH...
[2025-12-18T20:16:49.461357] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-18T20:16:49.461389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-18T20:16:49.473255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-18T20:16:49.473604] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-18T20:16:49.474364] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-18T20:16:49.474415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:49.474447] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:49.474474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:49.474531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:49.529613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:49.530261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:49.530341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:49.530372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:49.649165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:49.649328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:49.649368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:49.649447] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:49.652818] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=79.02%)
[2025-12-18T20:16:49.653097] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-18T20:16:49.653225] [INFO ] [sig       ] AVAH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:49.790299] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AVAH.txt
[2025-12-18T20:16:49.790440] [INFO ] [sig       ] [302/3568] Completed AVAH in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-18T20:16:49.790479] [INFO ] [sig       ] [303/3568] Forecasting AVAL...
[2025-12-18T20:16:49.790509] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-18T20:16:49.790539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-18T20:16:49.801446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-18T20:16:49.801769] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-18T20:16:49.802530] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-18T20:16:49.802602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:49.802636] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:49.802662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:49.802717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:49.857904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:49.858594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:49.858673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:49.858705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:49.977801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:49.977956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:49.977997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:49.978026] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:49.981385] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-12-18T20:16:49.981677] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-18T20:16:49.981801] [INFO ] [sig       ] AVAL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:50.120317] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AVAL.txt
[2025-12-18T20:16:50.120458] [INFO ] [sig       ] [303/3568] Completed AVAL in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-18T20:16:50.120497] [INFO ] [sig       ] [304/3568] Forecasting AVB...
[2025-12-18T20:16:50.120527] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-18T20:16:50.120557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-18T20:16:50.131870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-18T20:16:50.132198] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-18T20:16:50.133080] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-18T20:16:50.133133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:50.133169] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:50.133196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:50.133258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:50.194381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:50.195087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:50.195170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:50.195203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:50.324703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:50.324860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:50.324904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:50.324933] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:50.328736] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-18T20:16:50.329124] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-18T20:16:50.329291] [INFO ] [sig       ] AVB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:50.477472] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AVB.txt
[2025-12-18T20:16:50.477622] [INFO ] [sig       ] [304/3568] Completed AVB in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-18T20:16:50.477663] [INFO ] [sig       ] [305/3568] Forecasting AVBP...
[2025-12-18T20:16:50.477694] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-18T20:16:50.477726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-18T20:16:50.489164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-18T20:16:50.489468] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-18T20:16:50.490269] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-18T20:16:50.490332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:50.490366] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:50.490392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:50.490447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:50.546155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:50.546857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:50.546934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:50.546966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:50.666804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:50.666964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:50.667007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:50.667035] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:50.670454] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-18T20:16:50.670776] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-18T20:16:50.670904] [INFO ] [sig       ] AVBP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:50.807037] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AVBP.txt
[2025-12-18T20:16:50.807205] [INFO ] [sig       ] [305/3568] Completed AVBP in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-18T20:16:50.807253] [INFO ] [sig       ] [306/3568] Forecasting AVD...
[2025-12-18T20:16:50.807289] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-18T20:16:50.807325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-18T20:16:50.819297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-18T20:16:50.819657] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-18T20:16:50.820465] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-18T20:16:50.820523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:50.820555] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:50.820603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:50.820663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:50.877203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:50.878060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:50.878142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:50.878174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:50.996346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:50.996507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:50.996549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:50.996596] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:50.999941] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=61.33%)
[2025-12-18T20:16:51.000224] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-18T20:16:51.000348] [INFO ] [sig       ] AVD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:51.138703] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AVD.txt
[2025-12-18T20:16:51.138856] [INFO ] [sig       ] [306/3568] Completed AVD in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-18T20:16:51.138896] [INFO ] [sig       ] [307/3568] Forecasting AVDL...
[2025-12-18T20:16:51.138927] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-18T20:16:51.138956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-18T20:16:51.150599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-18T20:16:51.150910] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-18T20:16:51.151730] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-18T20:16:51.151783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:51.151814] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:51.151841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:51.151898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:51.209900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:51.210850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:51.210941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:51.210975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:51.334896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:51.335051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:51.335108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:51.335137] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:51.338487] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-18T20:16:51.338779] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-18T20:16:51.338906] [INFO ] [sig       ] AVDL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:51.474953] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AVDL.txt
[2025-12-18T20:16:51.475079] [INFO ] [sig       ] [307/3568] Completed AVDL in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-18T20:16:51.475117] [INFO ] [sig       ] [308/3568] Forecasting AVGO...
[2025-12-18T20:16:51.475146] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-18T20:16:51.475177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-18T20:16:51.486210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-18T20:16:51.486470] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-18T20:16:51.487234] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-18T20:16:51.487285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:51.487316] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:51.487342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:51.487399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:51.542910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:51.543534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:51.543628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:51.543661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:51.663817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:51.663947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:51.663986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:51.664014] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:51.667240] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=40.82%)
[2025-12-18T20:16:51.667509] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-18T20:16:51.667650] [INFO ] [sig       ] AVGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:51.803653] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AVGO.txt
[2025-12-18T20:16:51.803779] [INFO ] [sig       ] [308/3568] Completed AVGO in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-18T20:16:51.803817] [INFO ] [sig       ] [309/3568] Forecasting AVGX...
[2025-12-18T20:16:51.803845] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-18T20:16:51.803874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-18T20:16:51.816034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-18T20:16:51.816322] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-18T20:16:51.817086] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-18T20:16:51.817137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:51.817169] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:51.817197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:51.817254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:51.873628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:51.874247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:51.874350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:51.874383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:51.993873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:51.994023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:51.994065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:51.994093] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:51.997374] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-18T20:16:51.997672] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-18T20:16:51.997795] [INFO ] [sig       ] AVGX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:52.134198] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AVGX.txt
[2025-12-18T20:16:52.134326] [INFO ] [sig       ] [309/3568] Completed AVGX in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-18T20:16:52.134364] [INFO ] [sig       ] [310/3568] Forecasting AVK...
[2025-12-18T20:16:52.134393] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-18T20:16:52.134424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-18T20:16:52.145463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-18T20:16:52.145752] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-18T20:16:52.146494] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-18T20:16:52.146545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:52.146595] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:52.146624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:52.146680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:52.201590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:52.202224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:52.202303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:52.202335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:52.318744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:52.318917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:52.318963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:52.318992] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:52.322592] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-18T20:16:52.322894] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-18T20:16:52.323030] [INFO ] [sig       ] AVK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:52.460452] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AVK.txt
[2025-12-18T20:16:52.460653] [INFO ] [sig       ] [310/3568] Completed AVK in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-18T20:16:52.460704] [INFO ] [sig       ] [311/3568] Forecasting AVNS...
[2025-12-18T20:16:52.460735] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-18T20:16:52.460765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-18T20:16:52.472961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-18T20:16:52.473272] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-18T20:16:52.474092] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-18T20:16:52.474145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:52.474189] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:52.474217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:52.474279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:52.532488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:52.533210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:52.533292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:52.533325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:52.655937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:52.656092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:52.656133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:52.656168] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:52.659689] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2025-12-18T20:16:52.659992] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-18T20:16:52.660127] [INFO ] [sig       ] AVNS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:52.802241] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AVNS.txt
[2025-12-18T20:16:52.802379] [INFO ] [sig       ] [311/3568] Completed AVNS in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:52.802419] [INFO ] [sig       ] [312/3568] Forecasting AVO...
[2025-12-18T20:16:52.802450] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-18T20:16:52.802480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-18T20:16:52.814349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-18T20:16:52.814683] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-18T20:16:52.815470] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-18T20:16:52.815523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:52.815556] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:52.815625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:52.815688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:52.872702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:52.873660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:52.873747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:52.873779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:52.991073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:52.991253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:52.991303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:52.991339] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:52.994747] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=15.38%)
[2025-12-18T20:16:52.995027] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-18T20:16:52.995156] [INFO ] [sig       ] AVO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:53.137096] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AVO.txt
[2025-12-18T20:16:53.137318] [INFO ] [sig       ] [312/3568] Completed AVO in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:53.137367] [INFO ] [sig       ] [313/3568] Forecasting AVTX...
[2025-12-18T20:16:53.137404] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-18T20:16:53.137434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-18T20:16:53.148454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-18T20:16:53.148873] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-18T20:16:53.149702] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-18T20:16:53.149754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:53.149786] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:53.149813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:53.149870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:53.206358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:53.207248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:53.207333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:53.207367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:53.330878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:53.331035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:53.331078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:53.331107] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:53.334403] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-18T20:16:53.334696] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-18T20:16:53.334821] [INFO ] [sig       ] AVTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:53.470663] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AVTX.txt
[2025-12-18T20:16:53.470797] [INFO ] [sig       ] [313/3568] Completed AVTX in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:53.470836] [INFO ] [sig       ] [314/3568] Forecasting AVXL...
[2025-12-18T20:16:53.470865] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-18T20:16:53.470895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-18T20:16:53.482083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-18T20:16:53.482384] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-18T20:16:53.483173] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-18T20:16:53.483224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:53.483256] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:53.483282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:53.483339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:53.538649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:53.539344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:53.539423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:53.539454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:53.657641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:53.657792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:53.657835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:53.657862] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:53.661283] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=39.91%)
[2025-12-18T20:16:53.661563] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-18T20:16:53.661706] [INFO ] [sig       ] AVXL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:53.800512] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AVXL.txt
[2025-12-18T20:16:53.800703] [INFO ] [sig       ] [314/3568] Completed AVXL in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:53.800752] [INFO ] [sig       ] [315/3568] Forecasting AVY...
[2025-12-18T20:16:53.800782] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-18T20:16:53.800812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-18T20:16:53.812624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-18T20:16:53.813001] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-18T20:16:53.813889] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-18T20:16:53.813943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:53.813981] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:53.814013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:53.814073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:53.872845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:53.873850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:53.873983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:53.874016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:53.994749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:53.994922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:53.994964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:53.994994] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:53.998710] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2025-12-18T20:16:53.999126] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-18T20:16:53.999278] [INFO ] [sig       ] AVY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:54.139694] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AVY.txt
[2025-12-18T20:16:54.139824] [INFO ] [sig       ] [315/3568] Completed AVY in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:54.139862] [INFO ] [sig       ] [316/3568] Forecasting AWF...
[2025-12-18T20:16:54.139891] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-18T20:16:54.139920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-18T20:16:54.150989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-18T20:16:54.151253] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-18T20:16:54.152023] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-18T20:16:54.152074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:54.152130] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:54.152159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:54.152216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:54.210986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:54.211611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:54.211687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:54.211718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:54.334748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:54.334876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:54.334916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:54.334944] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:54.338152] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-12-18T20:16:54.338421] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-18T20:16:54.338545] [INFO ] [sig       ] AWF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:54.476033] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AWF.txt
[2025-12-18T20:16:54.476145] [INFO ] [sig       ] [316/3568] Completed AWF in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:54.476181] [INFO ] [sig       ] [317/3568] Forecasting AWI...
[2025-12-18T20:16:54.476210] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-18T20:16:54.476240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-18T20:16:54.487269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-18T20:16:54.487539] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-18T20:16:54.488310] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-18T20:16:54.488361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:54.488392] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:54.488418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:54.488475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:54.544821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:54.545401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:54.545478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:54.545510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:54.665723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:54.665836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:54.665874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:54.665902] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:54.669077] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-12-18T20:16:54.669342] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-18T20:16:54.669463] [INFO ] [sig       ] AWI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:54.806833] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AWI.txt
[2025-12-18T20:16:54.806987] [INFO ] [sig       ] [317/3568] Completed AWI in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:54.807027] [INFO ] [sig       ] [318/3568] Forecasting AWK...
[2025-12-18T20:16:54.807059] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-18T20:16:54.807088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-18T20:16:54.818427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-18T20:16:54.818807] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-18T20:16:54.819608] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-18T20:16:54.819658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:54.819689] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:54.819715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:54.819771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:54.875801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:54.876712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:54.876798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:54.876830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:54.993182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:54.993339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:54.993381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:54.993425] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:54.996761] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-18T20:16:54.997040] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-18T20:16:54.997165] [INFO ] [sig       ] AWK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:55.137737] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AWK.txt
[2025-12-18T20:16:55.137895] [INFO ] [sig       ] [318/3568] Completed AWK in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:55.137937] [INFO ] [sig       ] [319/3568] Forecasting AWP...
[2025-12-18T20:16:55.137967] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-18T20:16:55.137997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-18T20:16:55.149386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-18T20:16:55.149826] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-18T20:16:55.150701] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-18T20:16:55.150755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:55.150788] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:55.150815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:55.150871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:55.207318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:55.208194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:55.208303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:55.208336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:55.328266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:55.328425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:55.328468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:55.328496] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:55.332141] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-18T20:16:55.332465] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-18T20:16:55.332620] [INFO ] [sig       ] AWP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:55.472284] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AWP.txt
[2025-12-18T20:16:55.472434] [INFO ] [sig       ] [319/3568] Completed AWP in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:55.472473] [INFO ] [sig       ] [320/3568] Forecasting AWRE...
[2025-12-18T20:16:55.472503] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-18T20:16:55.472533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-18T20:16:55.484017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-18T20:16:55.484385] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-18T20:16:55.485192] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-18T20:16:55.485245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:55.485278] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:55.485306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:55.485363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:55.543138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:55.544001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:55.544088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:55.544137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:55.654346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:55.654498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:55.654541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:55.654586] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:55.657894] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=87.64%)
[2025-12-18T20:16:55.658170] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-18T20:16:55.658304] [INFO ] [sig       ] AWRE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:55.797203] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AWRE.txt
[2025-12-18T20:16:55.797356] [INFO ] [sig       ] [320/3568] Completed AWRE in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-18T20:16:55.797397] [INFO ] [sig       ] [321/3568] Forecasting AXGN...
[2025-12-18T20:16:55.797428] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-18T20:16:55.797457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-18T20:16:55.809494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-18T20:16:55.809889] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-18T20:16:55.810729] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-18T20:16:55.810780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:55.810812] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:55.810840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:55.810896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:55.872171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:55.873048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:55.873133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:55.873165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:55.996478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:55.996656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:55.996699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:55.996727] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:56.000059] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-18T20:16:56.000332] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-18T20:16:56.000460] [INFO ] [sig       ] AXGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:56.138556] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AXGN.txt
[2025-12-18T20:16:56.138701] [INFO ] [sig       ] [321/3568] Completed AXGN in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-18T20:16:56.138741] [INFO ] [sig       ] [322/3568] Forecasting AXL...
[2025-12-18T20:16:56.138771] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-18T20:16:56.138800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-18T20:16:56.150168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-18T20:16:56.150553] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-18T20:16:56.151341] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-18T20:16:56.151393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:56.151423] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:56.151462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:56.151519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:56.207596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:56.208421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:56.208500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:56.208534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:56.330723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:56.330886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:56.330927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:56.330956] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:56.334351] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=23.22%)
[2025-12-18T20:16:56.334675] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-18T20:16:56.334804] [INFO ] [sig       ] AXL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:56.475116] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AXL.txt
[2025-12-18T20:16:56.475278] [INFO ] [sig       ] [322/3568] Completed AXL in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-18T20:16:56.475322] [INFO ] [sig       ] [323/3568] Forecasting AXON...
[2025-12-18T20:16:56.475355] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-18T20:16:56.475388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-18T20:16:56.487327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-18T20:16:56.487651] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-18T20:16:56.488475] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-18T20:16:56.488528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:56.488559] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:56.488606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:56.488665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:56.545448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:56.546298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:56.546378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:56.546410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:56.661220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:56.661377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:56.661417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:56.661446] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:56.664846] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-18T20:16:56.665116] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-18T20:16:56.665238] [INFO ] [sig       ] AXON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:56.807224] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AXON.txt
[2025-12-18T20:16:56.807388] [INFO ] [sig       ] [323/3568] Completed AXON in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:56.807428] [INFO ] [sig       ] [324/3568] Forecasting AXP...
[2025-12-18T20:16:56.807459] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-18T20:16:56.807490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-18T20:16:56.818973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-18T20:16:56.819359] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-18T20:16:56.820180] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-18T20:16:56.820232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:56.820264] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:56.820292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:56.820360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:56.876470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:56.877148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:56.877228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:56.877260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:57.000233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:57.000390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:57.000430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:57.000458] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:57.003804] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-18T20:16:57.004085] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-18T20:16:57.004211] [INFO ] [sig       ] AXP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:57.145147] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AXP.txt
[2025-12-18T20:16:57.145301] [INFO ] [sig       ] [324/3568] Completed AXP in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:57.145341] [INFO ] [sig       ] [325/3568] Forecasting AXS...
[2025-12-18T20:16:57.145375] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-18T20:16:57.145405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-18T20:16:57.156883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-18T20:16:57.157261] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-18T20:16:57.158066] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-18T20:16:57.158119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:57.158151] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:57.158177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:57.158233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:57.214625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:57.215454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:57.215538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:57.215591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:57.333758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:57.333910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:57.333952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:57.333979] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:57.337385] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-12-18T20:16:57.337711] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-18T20:16:57.337845] [INFO ] [sig       ] AXS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:57.477091] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AXS.txt
[2025-12-18T20:16:57.477239] [INFO ] [sig       ] [325/3568] Completed AXS in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:57.477277] [INFO ] [sig       ] [326/3568] Forecasting AXSM...
[2025-12-18T20:16:57.477307] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-18T20:16:57.477338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-18T20:16:57.489307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-18T20:16:57.489769] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-18T20:16:57.490565] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-18T20:16:57.490633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:57.490664] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:57.490691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:57.490747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:57.547502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:57.548344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:57.548459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:57.548492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:57.665056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:57.665214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:57.665255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:57.665283] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:57.668592] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=15.54%)
[2025-12-18T20:16:57.668874] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-18T20:16:57.669004] [INFO ] [sig       ] AXSM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:57.807254] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AXSM.txt
[2025-12-18T20:16:57.807409] [INFO ] [sig       ] [326/3568] Completed AXSM in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:57.807449] [INFO ] [sig       ] [327/3568] Forecasting AXTA...
[2025-12-18T20:16:57.807479] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-18T20:16:57.807509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-18T20:16:57.818665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-18T20:16:57.818979] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-18T20:16:57.819886] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-18T20:16:57.819939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:57.819971] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:57.819997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:57.820055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:57.876473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:57.877322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:57.877410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:57.877442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:57.996881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:57.997033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:57.997074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:57.997102] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:58.000471] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-12-18T20:16:58.000764] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-18T20:16:58.000888] [INFO ] [sig       ] AXTA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:58.141400] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AXTA.txt
[2025-12-18T20:16:58.141773] [INFO ] [sig       ] [327/3568] Completed AXTA in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:58.141816] [INFO ] [sig       ] [328/3568] Forecasting AXTI...
[2025-12-18T20:16:58.141847] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-18T20:16:58.141877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-18T20:16:58.154341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-18T20:16:58.154923] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-18T20:16:58.155712] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-18T20:16:58.155764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:58.155795] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:58.155822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:58.155878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:58.212829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:58.213674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:58.213757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:58.213789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:58.336863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:58.337022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:58.337062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:58.337090] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:58.340401] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-18T20:16:58.340702] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-18T20:16:58.340825] [INFO ] [sig       ] AXTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:58.479357] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AXTI.txt
[2025-12-18T20:16:58.479496] [INFO ] [sig       ] [328/3568] Completed AXTI in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:58.479535] [INFO ] [sig       ] [329/3568] Forecasting AYI...
[2025-12-18T20:16:58.479565] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-18T20:16:58.479614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-18T20:16:58.491219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-18T20:16:58.491527] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-18T20:16:58.492305] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-18T20:16:58.492355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:58.492387] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:58.492413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:58.492473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:58.548169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:58.549026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:58.549139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:58.549171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:58.669688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:58.669845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:58.669886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:58.669914] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:58.673255] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=28.12%)
[2025-12-18T20:16:58.673545] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-18T20:16:58.673687] [INFO ] [sig       ] AYI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:58.810739] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AYI.txt
[2025-12-18T20:16:58.810897] [INFO ] [sig       ] [329/3568] Completed AYI in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:58.810938] [INFO ] [sig       ] [330/3568] Forecasting AZ...
[2025-12-18T20:16:58.810967] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-18T20:16:58.810996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-18T20:16:58.823169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-18T20:16:58.823531] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-18T20:16:58.824354] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-18T20:16:58.824407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:58.824440] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:58.824467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:58.824524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:58.888833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:58.889760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:58.889844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:58.889881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:59.015329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:59.015512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:59.015557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:59.015619] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:59.019222] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-18T20:16:59.019525] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-18T20:16:59.019685] [INFO ] [sig       ] AZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:59.170744] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AZ.txt
[2025-12-18T20:16:59.170907] [INFO ] [sig       ] [330/3568] Completed AZ in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:59.170948] [INFO ] [sig       ] [331/3568] Forecasting AZN...
[2025-12-18T20:16:59.170978] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-18T20:16:59.171009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-18T20:16:59.183644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-18T20:16:59.183974] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-18T20:16:59.184994] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-18T20:16:59.185048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:59.185080] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:59.185107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:59.185171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:59.240755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:59.241448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:59.241525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:59.241558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:59.362092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:59.362265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:59.362307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:59.362334] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:59.365642] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=34.10%)
[2025-12-18T20:16:59.365915] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-18T20:16:59.366036] [INFO ] [sig       ] AZN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:16:59.502831] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AZN.txt
[2025-12-18T20:16:59.502963] [INFO ] [sig       ] [331/3568] Completed AZN in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:59.503002] [INFO ] [sig       ] [332/3568] Forecasting AZO...
[2025-12-18T20:16:59.503031] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-18T20:16:59.503060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-18T20:16:59.514885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-18T20:16:59.515189] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-18T20:16:59.515966] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-18T20:16:59.516017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:59.516050] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:59.516076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:59.516132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:59.572027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:59.572857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:59.572938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:59.572970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:16:59.687704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:16:59.687869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:16:59.687910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:16:59.687939] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:16:59.691257] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-18T20:16:59.691541] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-18T20:16:59.691683] [INFO ] [sig       ] AZO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:16:59.831318] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/AZO.txt
[2025-12-18T20:16:59.831470] [INFO ] [sig       ] [332/3568] Completed AZO in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:16:59.831511] [INFO ] [sig       ] [333/3568] Forecasting AZTA...
[2025-12-18T20:16:59.831541] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-18T20:16:59.831590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-18T20:16:59.843270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-18T20:16:59.843827] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-18T20:16:59.844648] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-18T20:16:59.844703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:16:59.844767] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:16:59.844797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:16:59.844857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:16:59.901756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:16:59.902664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:16:59.902749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:16:59.902782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:00.027307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:00.027482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:00.027527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:00.027557] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:00.031091] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=25.65%)
[2025-12-18T20:17:00.031380] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-18T20:17:00.031504] [INFO ] [sig       ] AZTA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:00.170064] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AZTA.txt
[2025-12-18T20:17:00.170208] [INFO ] [sig       ] [333/3568] Completed AZTA in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:17:00.170250] [INFO ] [sig       ] [334/3568] Forecasting AZZ...
[2025-12-18T20:17:00.170280] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-18T20:17:00.170310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-18T20:17:00.182213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-18T20:17:00.182601] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-18T20:17:00.183430] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-18T20:17:00.183484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:00.183516] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:00.183542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:00.183617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:00.239433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:00.240151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:00.240234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:00.240266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:00.361139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:00.361302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:00.361349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:00.361378] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:00.364906] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=30.87%)
[2025-12-18T20:17:00.365221] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-18T20:17:00.365373] [INFO ] [sig       ] AZZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:00.505658] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AZZ.txt
[2025-12-18T20:17:00.505799] [INFO ] [sig       ] [334/3568] Completed AZZ in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:17:00.505840] [INFO ] [sig       ] [335/3568] Forecasting BA...
[2025-12-18T20:17:00.505869] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-18T20:17:00.505899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-18T20:17:00.517179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-18T20:17:00.517485] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-18T20:17:00.518270] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-18T20:17:00.518322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:00.518366] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:00.518394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:00.518455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:00.574743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:00.575569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:00.575669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:00.575702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:00.697336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:00.697500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:00.697543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:00.697593] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:00.701022] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=76.01%)
[2025-12-18T20:17:00.701323] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-18T20:17:00.701461] [INFO ] [sig       ] BA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:00.842362] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BA.txt
[2025-12-18T20:17:00.842516] [INFO ] [sig       ] [335/3568] Completed BA in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:17:00.842556] [INFO ] [sig       ] [336/3568] Forecasting BABA...
[2025-12-18T20:17:00.842605] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-18T20:17:00.842639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-18T20:17:00.854211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-18T20:17:00.854556] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-18T20:17:00.855342] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-18T20:17:00.855394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:00.855425] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:00.855452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:00.855508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:00.911874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:00.912801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:00.912890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:00.912924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:01.038036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:01.038209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:01.038252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:01.038281] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:01.041865] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=33.74%)
[2025-12-18T20:17:01.042184] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-18T20:17:01.042331] [INFO ] [sig       ] BABA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:01.192826] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BABA.txt
[2025-12-18T20:17:01.192995] [INFO ] [sig       ] [336/3568] Completed BABA in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-18T20:17:01.193036] [INFO ] [sig       ] [337/3568] Forecasting BABX...
[2025-12-18T20:17:01.193067] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-18T20:17:01.193100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-18T20:17:01.208827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-18T20:17:01.209395] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-18T20:17:01.210469] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-18T20:17:01.210523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:01.210558] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:01.210613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:01.210682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:01.269606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:01.270563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:01.270674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:01.270709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:01.398489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:01.398678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:01.398722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:01.398753] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:01.402708] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=15.68%)
[2025-12-18T20:17:01.403020] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-18T20:17:01.403156] [INFO ] [sig       ] BABX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:01.543028] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BABX.txt
[2025-12-18T20:17:01.543195] [INFO ] [sig       ] [337/3568] Completed BABX in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-18T20:17:01.543237] [INFO ] [sig       ] [338/3568] Forecasting BAC...
[2025-12-18T20:17:01.543267] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-18T20:17:01.543297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-18T20:17:01.555067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-18T20:17:01.555422] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-18T20:17:01.556283] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-18T20:17:01.556338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:01.556371] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:01.556398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:01.556456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:01.612146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:01.613064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:01.613148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:01.613182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:01.738092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:01.738263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:01.738306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:01.738334] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:01.741973] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2025-12-18T20:17:01.742254] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-18T20:17:01.742383] [INFO ] [sig       ] BAC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:01.885157] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BAC.txt
[2025-12-18T20:17:01.885325] [INFO ] [sig       ] [338/3568] Completed BAC in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:01.885367] [INFO ] [sig       ] [339/3568] Forecasting BAH...
[2025-12-18T20:17:01.885402] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-18T20:17:01.885433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-18T20:17:01.897418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-18T20:17:01.897834] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-18T20:17:01.898654] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-18T20:17:01.898707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:01.898739] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:01.898765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:01.898820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:01.962952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:01.964056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:01.964153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:01.964186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:02.090535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:02.090720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:02.090764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:02.090796] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:02.094141] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-18T20:17:02.094465] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-18T20:17:02.094626] [INFO ] [sig       ] BAH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:02.237760] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BAH.txt
[2025-12-18T20:17:02.237903] [INFO ] [sig       ] [339/3568] Completed BAH in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:02.237945] [INFO ] [sig       ] [340/3568] Forecasting BAK...
[2025-12-18T20:17:02.237974] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-18T20:17:02.238003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-18T20:17:02.249149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-18T20:17:02.249469] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-18T20:17:02.250313] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-18T20:17:02.250366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:02.250398] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:02.250424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:02.250481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:02.307952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:02.308801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:02.308886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:02.308920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:02.428535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:02.428709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:02.428750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:02.428778] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:02.432102] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=28.08%)
[2025-12-18T20:17:02.432375] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-18T20:17:02.432495] [INFO ] [sig       ] BAK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:02.570663] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BAK.txt
[2025-12-18T20:17:02.570804] [INFO ] [sig       ] [340/3568] Completed BAK in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:02.570845] [INFO ] [sig       ] [341/3568] Forecasting BALL...
[2025-12-18T20:17:02.570875] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-18T20:17:02.570905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-18T20:17:02.582272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-18T20:17:02.582559] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-18T20:17:02.583395] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-18T20:17:02.583450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:02.583481] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:02.583509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:02.583567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:02.641847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:02.642756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:02.642839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:02.642871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:02.764391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:02.764563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:02.764626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:02.764655] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:02.768414] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-18T20:17:02.768734] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-18T20:17:02.768874] [INFO ] [sig       ] BALL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:02.916702] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BALL.txt
[2025-12-18T20:17:02.916862] [INFO ] [sig       ] [341/3568] Completed BALL in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:02.916902] [INFO ] [sig       ] [342/3568] Forecasting BAM...
[2025-12-18T20:17:02.916931] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-18T20:17:02.916961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-18T20:17:02.928746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-18T20:17:02.929471] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-18T20:17:02.930349] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-18T20:17:02.930403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:02.930435] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:02.930462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:02.930519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:02.986946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:02.987873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:02.987966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:02.987999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:03.110639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:03.110803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:03.110846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:03.110891] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:03.114307] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2025-12-18T20:17:03.114611] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-18T20:17:03.114741] [INFO ] [sig       ] BAM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:03.254710] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BAM.txt
[2025-12-18T20:17:03.254861] [INFO ] [sig       ] [342/3568] Completed BAM in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:03.254903] [INFO ] [sig       ] [343/3568] Forecasting BANC...
[2025-12-18T20:17:03.254932] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-18T20:17:03.254962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-18T20:17:03.266303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-18T20:17:03.266649] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-18T20:17:03.267445] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-18T20:17:03.267503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:03.267535] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:03.267563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:03.267640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:03.323603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:03.324564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:03.324690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:03.324724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:03.443393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:03.443558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:03.443621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:03.443651] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:03.447022] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-18T20:17:03.447319] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-18T20:17:03.447449] [INFO ] [sig       ] BANC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:03.593407] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BANC.txt
[2025-12-18T20:17:03.593586] [INFO ] [sig       ] [343/3568] Completed BANC in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:03.593631] [INFO ] [sig       ] [344/3568] Forecasting BAND...
[2025-12-18T20:17:03.593661] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-18T20:17:03.593691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-18T20:17:03.605648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-18T20:17:03.606076] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-18T20:17:03.606927] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-18T20:17:03.606982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:03.607015] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:03.607042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:03.607105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:03.662914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:03.663879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:03.663976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:03.664033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:03.787288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:03.787454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:03.787496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:03.787525] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:03.790934] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-18T20:17:03.791208] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-18T20:17:03.791330] [INFO ] [sig       ] BAND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:03.932314] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BAND.txt
[2025-12-18T20:17:03.932474] [INFO ] [sig       ] [344/3568] Completed BAND in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:03.932514] [INFO ] [sig       ] [345/3568] Forecasting BANF...
[2025-12-18T20:17:03.932544] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-18T20:17:03.932595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-18T20:17:03.944992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-18T20:17:03.945351] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-18T20:17:03.946200] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-18T20:17:03.946256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:03.946291] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:03.946319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:03.946381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:04.007208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:04.008112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:04.008199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:04.008234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:04.130450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:04.130628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:04.130673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:04.130701] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:04.134014] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-12-18T20:17:04.134292] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-18T20:17:04.134418] [INFO ] [sig       ] BANF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:04.271893] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BANF.txt
[2025-12-18T20:17:04.272034] [INFO ] [sig       ] [345/3568] Completed BANF in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:04.272073] [INFO ] [sig       ] [346/3568] Forecasting BANX...
[2025-12-18T20:17:04.272105] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-18T20:17:04.272135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-18T20:17:04.282997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-18T20:17:04.283339] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-18T20:17:04.284128] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-18T20:17:04.284180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:04.284213] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:04.284251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:04.284308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:04.340941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:04.341825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:04.341918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:04.341951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:04.458082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:04.458219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:04.458267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:04.458298] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:04.461678] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-18T20:17:04.461963] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-18T20:17:04.462092] [INFO ] [sig       ] BANX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:04.599381] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BANX.txt
[2025-12-18T20:17:04.599567] [INFO ] [sig       ] [346/3568] Completed BANX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:04.599628] [INFO ] [sig       ] [347/3568] Forecasting BAP...
[2025-12-18T20:17:04.599662] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-18T20:17:04.599694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-18T20:17:04.610768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-18T20:17:04.611087] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-18T20:17:04.611895] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-18T20:17:04.611949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:04.612259] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:04.612307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:04.612374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:04.668764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:04.669600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:04.669688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:04.669721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:04.790642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:04.790851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:04.790905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:04.790937] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:04.794601] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-12-18T20:17:04.794901] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-18T20:17:04.795033] [INFO ] [sig       ] BAP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:04.933553] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BAP.txt
[2025-12-18T20:17:04.933719] [INFO ] [sig       ] [347/3568] Completed BAP in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:04.933760] [INFO ] [sig       ] [348/3568] Forecasting BATRA...
[2025-12-18T20:17:04.933790] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-18T20:17:04.933821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-18T20:17:04.945191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-18T20:17:04.945554] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-18T20:17:04.946366] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-18T20:17:04.946418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:04.946449] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:04.946476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:04.946532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:05.001675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:05.002486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:05.002590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:05.002624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:05.121604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:05.121764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:05.121805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:05.121832] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:05.125822] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-18T20:17:05.126226] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-18T20:17:05.126397] [INFO ] [sig       ] BATRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:05.266258] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BATRA.txt
[2025-12-18T20:17:05.266418] [INFO ] [sig       ] [348/3568] Completed BATRA in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:05.266459] [INFO ] [sig       ] [349/3568] Forecasting BATRK...
[2025-12-18T20:17:05.266487] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-18T20:17:05.266517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-18T20:17:05.277703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-18T20:17:05.278051] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-18T20:17:05.278829] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-18T20:17:05.278880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:05.278912] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:05.278939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:05.278995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:05.336684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:05.337606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:05.337696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:05.337731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:05.462622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:05.462783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:05.462824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:05.462854] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:05.466447] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-18T20:17:05.466981] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-18T20:17:05.467120] [INFO ] [sig       ] BATRK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:05.612357] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BATRK.txt
[2025-12-18T20:17:05.612515] [INFO ] [sig       ] [349/3568] Completed BATRK in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:05.612556] [INFO ] [sig       ] [350/3568] Forecasting BAX...
[2025-12-18T20:17:05.612606] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-18T20:17:05.612647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-18T20:17:05.624333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-18T20:17:05.624720] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-18T20:17:05.625517] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-18T20:17:05.625600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:05.625668] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:05.625698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:05.625756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:05.682463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:05.683359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:05.683442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:05.683475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:05.801069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:05.801222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:05.801265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:05.801293] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:05.804658] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-18T20:17:05.804931] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-18T20:17:05.805058] [INFO ] [sig       ] BAX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:05.941711] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BAX.txt
[2025-12-18T20:17:05.941850] [INFO ] [sig       ] [350/3568] Completed BAX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-18T20:17:05.941889] [INFO ] [sig       ] [351/3568] Forecasting BB...
[2025-12-18T20:17:05.941918] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-18T20:17:05.941948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-18T20:17:05.952955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-18T20:17:05.953222] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-18T20:17:05.953991] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-18T20:17:05.954043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:05.954075] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:05.954102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:05.954164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:06.008894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:06.009701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:06.009784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:06.009817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:06.129703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:06.129860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:06.129901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:06.129930] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:06.133328] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2025-12-18T20:17:06.133640] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-18T20:17:06.133768] [INFO ] [sig       ] BB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:06.271745] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BB.txt
[2025-12-18T20:17:06.271910] [INFO ] [sig       ] [351/3568] Completed BB in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-18T20:17:06.271950] [INFO ] [sig       ] [352/3568] Forecasting BBAI...
[2025-12-18T20:17:06.271981] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-18T20:17:06.272011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-18T20:17:06.284023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-18T20:17:06.284348] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-18T20:17:06.285133] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-18T20:17:06.285186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:06.285219] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:06.285247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:06.285304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:06.344114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:06.345114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:06.345215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:06.345252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:06.470876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:06.471066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:06.471117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:06.471146] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:06.474618] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2025-12-18T20:17:06.474911] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-18T20:17:06.475035] [INFO ] [sig       ] BBAI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:06.615856] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BBAI.txt
[2025-12-18T20:17:06.615984] [INFO ] [sig       ] [352/3568] Completed BBAI in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-18T20:17:06.616023] [INFO ] [sig       ] [353/3568] Forecasting BBCP...
[2025-12-18T20:17:06.616053] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-18T20:17:06.616083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-18T20:17:06.627771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-18T20:17:06.628038] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-18T20:17:06.628810] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-18T20:17:06.628861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:06.628893] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:06.628920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:06.628976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:06.684757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:06.685354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:06.685432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:06.685464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:06.813735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:06.813903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:06.813948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:06.813979] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:06.817461] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-12-18T20:17:06.817806] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-18T20:17:06.817942] [INFO ] [sig       ] BBCP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:06.959014] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BBCP.txt
[2025-12-18T20:17:06.959210] [INFO ] [sig       ] [353/3568] Completed BBCP in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-18T20:17:06.959252] [INFO ] [sig       ] [354/3568] Forecasting BBD...
[2025-12-18T20:17:06.959281] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-18T20:17:06.959310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-18T20:17:06.970839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-18T20:17:06.971196] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-18T20:17:06.972029] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-18T20:17:06.972083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:06.972117] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:06.972145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:06.972203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:07.030801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:07.031661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:07.031746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:07.031779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:07.154065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:07.154233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:07.154275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:07.154303] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:07.157809] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-18T20:17:07.158186] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-18T20:17:07.158326] [INFO ] [sig       ] BBD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:07.304187] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BBD.txt
[2025-12-18T20:17:07.304321] [INFO ] [sig       ] [354/3568] Completed BBD in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-18T20:17:07.304362] [INFO ] [sig       ] [355/3568] Forecasting BBDO...
[2025-12-18T20:17:07.304391] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-18T20:17:07.304421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-18T20:17:07.315451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-18T20:17:07.315768] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-18T20:17:07.316520] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-18T20:17:07.316594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:07.316629] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:07.316655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:07.316712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:07.372976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:07.373568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:07.373663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:07.373695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:07.495172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:07.495334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:07.495375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:07.495404] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:07.498669] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-18T20:17:07.498937] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-18T20:17:07.499073] [INFO ] [sig       ] BBDO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:07.635955] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BBDO.txt
[2025-12-18T20:17:07.636076] [INFO ] [sig       ] [355/3568] Completed BBDO in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-18T20:17:07.636122] [INFO ] [sig       ] [356/3568] Forecasting BBH...
[2025-12-18T20:17:07.636154] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-18T20:17:07.636184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-18T20:17:07.647034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-18T20:17:07.647324] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-18T20:17:07.648098] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-18T20:17:07.648149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:07.648180] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:07.648206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:07.648262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:07.706728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:07.707606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:07.707694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:07.707727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:07.814077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:07.814239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:07.814284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:07.814313] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:07.817687] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-18T20:17:07.817964] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-18T20:17:07.818092] [INFO ] [sig       ] BBH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:07.958797] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BBH.txt
[2025-12-18T20:17:07.958942] [INFO ] [sig       ] [356/3568] Completed BBH in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:07.958988] [INFO ] [sig       ] [357/3568] Forecasting BBIO...
[2025-12-18T20:17:07.959019] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-18T20:17:07.959069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-18T20:17:07.970420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-18T20:17:07.970735] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-18T20:17:07.971508] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-18T20:17:07.971560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:07.971612] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:07.971640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:07.971697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:08.027828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:08.028744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:08.028840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:08.028873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:08.152475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:08.152653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:08.152695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:08.152724] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:08.156076] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-12-18T20:17:08.156402] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-18T20:17:08.156535] [INFO ] [sig       ] BBIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:08.299773] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BBIO.txt
[2025-12-18T20:17:08.299940] [INFO ] [sig       ] [357/3568] Completed BBIO in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:08.299988] [INFO ] [sig       ] [358/3568] Forecasting BBLG...
[2025-12-18T20:17:08.300020] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-18T20:17:08.300052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-18T20:17:08.310645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-18T20:17:08.311024] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-18T20:17:08.311833] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-18T20:17:08.311887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:08.311919] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:08.311945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:08.312005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:08.368061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:08.368916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:08.368999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:08.369031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:08.485455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:08.485640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:08.485686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:08.485714] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:08.489237] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=73.21%)
[2025-12-18T20:17:08.489567] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-18T20:17:08.489724] [INFO ] [sig       ] BBLG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:08.633518] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BBLG.txt
[2025-12-18T20:17:08.633699] [INFO ] [sig       ] [358/3568] Completed BBLG in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:08.633742] [INFO ] [sig       ] [359/3568] Forecasting BBN...
[2025-12-18T20:17:08.633771] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-18T20:17:08.633801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-18T20:17:08.645789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-18T20:17:08.646143] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-18T20:17:08.646913] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-18T20:17:08.646965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:08.647008] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:08.647036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:08.647097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:08.707814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:08.708750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:08.708839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:08.708872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:08.833260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:08.833418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:08.833459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:08.833488] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:08.836820] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-12-18T20:17:08.837089] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-18T20:17:08.837212] [INFO ] [sig       ] BBN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:08.977280] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BBN.txt
[2025-12-18T20:17:08.977471] [INFO ] [sig       ] [359/3568] Completed BBN in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:08.977526] [INFO ] [sig       ] [360/3568] Forecasting BBSI...
[2025-12-18T20:17:08.977567] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-18T20:17:08.977629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-18T20:17:08.989721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-18T20:17:08.990082] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-18T20:17:08.990891] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-18T20:17:08.990946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:08.990979] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:08.991006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:08.991063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:09.047164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:09.048044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:09.048161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:09.048195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:09.167732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:09.167904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:09.167955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:09.167984] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:09.171455] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-18T20:17:09.171773] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-18T20:17:09.171918] [INFO ] [sig       ] BBSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:09.311175] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BBSI.txt
[2025-12-18T20:17:09.311328] [INFO ] [sig       ] [360/3568] Completed BBSI in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:09.311367] [INFO ] [sig       ] [361/3568] Forecasting BBUC...
[2025-12-18T20:17:09.311398] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-18T20:17:09.311427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-18T20:17:09.322996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-18T20:17:09.323293] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-18T20:17:09.324074] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-18T20:17:09.324127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:09.324159] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:09.324186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:09.324242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:09.379594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:09.380280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:09.380359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:09.380391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:09.505741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:09.505922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:09.505973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:09.506003] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:09.509534] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2025-12-18T20:17:09.509899] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-18T20:17:09.510035] [INFO ] [sig       ] BBUC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:09.646072] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BBUC.txt
[2025-12-18T20:17:09.646201] [INFO ] [sig       ] [361/3568] Completed BBUC in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:09.646247] [INFO ] [sig       ] [362/3568] Forecasting BBVA...
[2025-12-18T20:17:09.646279] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-18T20:17:09.646310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-18T20:17:09.657996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-18T20:17:09.658278] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-18T20:17:09.659239] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-18T20:17:09.659292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:09.659324] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:09.659350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:09.659407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:09.715400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:09.716153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:09.716234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:09.716266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:09.836359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:09.836519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:09.836562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:09.836611] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:09.839996] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2025-12-18T20:17:09.840282] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-18T20:17:09.840412] [INFO ] [sig       ] BBVA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:09.978480] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BBVA.txt
[2025-12-18T20:17:09.978638] [INFO ] [sig       ] [362/3568] Completed BBVA in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:09.978688] [INFO ] [sig       ] [363/3568] Forecasting BBWI...
[2025-12-18T20:17:09.978720] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-18T20:17:09.978749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-18T20:17:09.990828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-18T20:17:09.991176] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-18T20:17:09.992018] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-18T20:17:09.992073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:09.992106] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:09.992133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:09.992190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:10.052188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:10.053064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:10.053151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:10.053184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:10.187352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:10.187515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:10.187560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:10.187611] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:10.191239] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-18T20:17:10.191601] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-18T20:17:10.191746] [INFO ] [sig       ] BBWI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:10.334372] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BBWI.txt
[2025-12-18T20:17:10.334560] [INFO ] [sig       ] [363/3568] Completed BBWI in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:10.334622] [INFO ] [sig       ] [364/3568] Forecasting BBY...
[2025-12-18T20:17:10.334653] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-18T20:17:10.334683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-18T20:17:10.346489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-18T20:17:10.346906] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-18T20:17:10.347712] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-18T20:17:10.347764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:10.347796] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:10.347823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:10.347885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:10.403781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:10.404666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:10.404753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:10.404788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:10.527379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:10.527550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:10.527638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:10.527676] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:10.531303] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-18T20:17:10.531715] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-18T20:17:10.531890] [INFO ] [sig       ] BBY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:10.676821] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BBY.txt
[2025-12-18T20:17:10.676995] [INFO ] [sig       ] [364/3568] Completed BBY in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:10.677046] [INFO ] [sig       ] [365/3568] Forecasting BC...
[2025-12-18T20:17:10.677080] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-18T20:17:10.677119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-18T20:17:10.688381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-18T20:17:10.688698] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-18T20:17:10.689484] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-18T20:17:10.689536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:10.689585] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:10.689616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:10.689672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:10.746843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:10.747750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:10.747857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:10.747894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:10.872442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:10.872619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:10.872664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:10.872694] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:10.876110] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=43.23%)
[2025-12-18T20:17:10.876438] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-18T20:17:10.876603] [INFO ] [sig       ] BC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:11.015694] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BC.txt
[2025-12-18T20:17:11.015839] [INFO ] [sig       ] [365/3568] Completed BC in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-18T20:17:11.015878] [INFO ] [sig       ] [366/3568] Forecasting BCAL...
[2025-12-18T20:17:11.015908] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-18T20:17:11.015937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-18T20:17:11.028466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-18T20:17:11.028811] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-18T20:17:11.029636] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-18T20:17:11.029691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:11.029735] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:11.029772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:11.029833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:11.090033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:11.091073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:11.091169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:11.091214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:11.219019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:11.219223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:11.219267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:11.219314] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:11.222855] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-18T20:17:11.223162] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-18T20:17:11.223297] [INFO ] [sig       ] BCAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:11.371244] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BCAL.txt
[2025-12-18T20:17:11.371425] [INFO ] [sig       ] [366/3568] Completed BCAL in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-18T20:17:11.371467] [INFO ] [sig       ] [367/3568] Forecasting BCAX...
[2025-12-18T20:17:11.371500] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-18T20:17:11.371531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-18T20:17:11.383716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-18T20:17:11.384087] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-18T20:17:11.384953] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-18T20:17:11.385008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:11.385069] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:11.385099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:11.385159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:11.444046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:11.444942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:11.445029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:11.445063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:11.566163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:11.566329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:11.566371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:11.566400] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:11.569864] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-18T20:17:11.570162] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-18T20:17:11.570291] [INFO ] [sig       ] BCAX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:11.708029] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BCAX.txt
[2025-12-18T20:17:11.708154] [INFO ] [sig       ] [367/3568] Completed BCAX in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-18T20:17:11.708192] [INFO ] [sig       ] [368/3568] Forecasting BCBP...
[2025-12-18T20:17:11.708222] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-18T20:17:11.708253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-18T20:17:11.720444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-18T20:17:11.720882] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-18T20:17:11.721769] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-18T20:17:11.721823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:11.721856] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:11.721884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:11.721942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:11.781705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:11.782796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:11.782905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:11.782940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:11.906037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:11.906208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:11.906251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:11.906279] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:11.910181] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-12-18T20:17:11.910535] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-18T20:17:11.910702] [INFO ] [sig       ] BCBP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:12.051767] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BCBP.txt
[2025-12-18T20:17:12.051933] [INFO ] [sig       ] [368/3568] Completed BCBP in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-18T20:17:12.051975] [INFO ] [sig       ] [369/3568] Forecasting BCC...
[2025-12-18T20:17:12.052005] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-18T20:17:12.052036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-18T20:17:12.063847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-18T20:17:12.064238] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-18T20:17:12.065067] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-18T20:17:12.065119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:12.065151] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:12.065178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:12.065234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:12.121261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:12.122155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:12.122239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:12.122272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:12.238510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:12.238684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:12.238731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:12.238761] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:12.242610] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-18T20:17:12.242898] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-18T20:17:12.243026] [INFO ] [sig       ] BCC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:12.381167] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BCC.txt
[2025-12-18T20:17:12.381312] [INFO ] [sig       ] [369/3568] Completed BCC in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-18T20:17:12.381352] [INFO ] [sig       ] [370/3568] Forecasting BCDA...
[2025-12-18T20:17:12.381381] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-18T20:17:12.381411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-18T20:17:12.393013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-18T20:17:12.393338] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-18T20:17:12.394128] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-18T20:17:12.394181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:12.394224] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:12.394252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:12.394309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:12.467634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:12.468919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:12.469104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:12.469162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:12.582802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:12.583165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:12.583208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:12.583270] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:12.586981] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-18T20:17:12.587268] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-18T20:17:12.587415] [INFO ] [sig       ] BCDA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:12.728890] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BCDA.txt
[2025-12-18T20:17:12.729059] [INFO ] [sig       ] [370/3568] Completed BCDA in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-18T20:17:12.729100] [INFO ] [sig       ] [371/3568] Forecasting BCE...
[2025-12-18T20:17:12.729131] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-18T20:17:12.729162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-18T20:17:12.741330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-18T20:17:12.741665] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-18T20:17:12.742429] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-18T20:17:12.742481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:12.742512] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:12.742538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:12.742619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:12.798426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:12.799263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:12.799344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:12.799377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:12.919780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:12.919946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:12.919988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:12.920017] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:12.923423] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=28.59%)
[2025-12-18T20:17:12.923773] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-18T20:17:12.923923] [INFO ] [sig       ] BCE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:13.061084] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BCE.txt
[2025-12-18T20:17:13.061222] [INFO ] [sig       ] [371/3568] Completed BCE in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-18T20:17:13.061261] [INFO ] [sig       ] [372/3568] Forecasting BCH...
[2025-12-18T20:17:13.061292] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-18T20:17:13.061322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-18T20:17:13.072387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-18T20:17:13.072734] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-18T20:17:13.073482] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-18T20:17:13.073534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:13.073598] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:13.073628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:13.073685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:13.128904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:13.129801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:13.129885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:13.129917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:13.255410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:13.255601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:13.255652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:13.255688] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:13.259365] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-18T20:17:13.259722] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-18T20:17:13.259874] [INFO ] [sig       ] BCH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:13.399411] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BCH.txt
[2025-12-18T20:17:13.399544] [INFO ] [sig       ] [372/3568] Completed BCH in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-18T20:17:13.399602] [INFO ] [sig       ] [373/3568] Forecasting BCML...
[2025-12-18T20:17:13.399633] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-18T20:17:13.399664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-18T20:17:13.411213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-18T20:17:13.411515] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-18T20:17:13.412317] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-18T20:17:13.412370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:13.412402] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:13.412428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:13.412486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:13.471474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:13.472380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:13.472464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:13.472498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:13.585345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:13.585506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:13.585550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:13.585597] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:13.589026] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-12-18T20:17:13.589343] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-18T20:17:13.589478] [INFO ] [sig       ] BCML: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:13.730264] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BCML.txt
[2025-12-18T20:17:13.730399] [INFO ] [sig       ] [373/3568] Completed BCML in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-18T20:17:13.730437] [INFO ] [sig       ] [374/3568] Forecasting BCO...
[2025-12-18T20:17:13.730468] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-18T20:17:13.730504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-18T20:17:13.742038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-18T20:17:13.742373] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-18T20:17:13.743173] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-18T20:17:13.743226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:13.743265] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:13.743303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:13.743366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:13.800772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:13.801441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:13.801522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:13.801555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:13.924102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:13.924258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:13.924302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:13.924330] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:13.927999] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-18T20:17:13.928277] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-18T20:17:13.928404] [INFO ] [sig       ] BCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:14.069669] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BCO.txt
[2025-12-18T20:17:14.069818] [INFO ] [sig       ] [374/3568] Completed BCO in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-18T20:17:14.069864] [INFO ] [sig       ] [375/3568] Forecasting BCPC...
[2025-12-18T20:17:14.069894] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-18T20:17:14.069923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-18T20:17:14.081794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-18T20:17:14.082114] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-18T20:17:14.082885] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-18T20:17:14.082937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:14.082968] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:14.082995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:14.083051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:14.138728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:14.139624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:14.139711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:14.139742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:14.259333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:14.259497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:14.259538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:14.259584] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:14.262919] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=75.25%)
[2025-12-18T20:17:14.263207] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-18T20:17:14.263331] [INFO ] [sig       ] BCPC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:14.402066] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BCPC.txt
[2025-12-18T20:17:14.402229] [INFO ] [sig       ] [375/3568] Completed BCPC in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-18T20:17:14.402272] [INFO ] [sig       ] [376/3568] Forecasting BCRX...
[2025-12-18T20:17:14.402302] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-18T20:17:14.402332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-18T20:17:14.414255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-18T20:17:14.414647] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-18T20:17:14.415491] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-18T20:17:14.415545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:14.415623] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:14.415653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:14.415710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:14.476169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:14.477085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:14.477172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:14.477206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:14.604081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:14.604245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:14.604286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:14.604315] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:14.607768] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-18T20:17:14.608312] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-18T20:17:14.608449] [INFO ] [sig       ] BCRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:14.756108] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BCRX.txt
[2025-12-18T20:17:14.756270] [INFO ] [sig       ] [376/3568] Completed BCRX in 0.4s | 2.89 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-18T20:17:14.756310] [INFO ] [sig       ] [377/3568] Forecasting BCS...
[2025-12-18T20:17:14.756339] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-18T20:17:14.756369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-18T20:17:14.768500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-18T20:17:14.768906] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-18T20:17:14.769735] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-18T20:17:14.769789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:14.769821] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:14.769848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:14.769905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:14.828052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:14.828927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:14.829077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:14.829111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:14.954229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:14.954390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:14.954432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:14.954478] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:14.958105] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-18T20:17:14.958403] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-18T20:17:14.958532] [INFO ] [sig       ] BCS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:15.104610] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BCS.txt
[2025-12-18T20:17:15.104763] [INFO ] [sig       ] [377/3568] Completed BCS in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-18T20:17:15.104802] [INFO ] [sig       ] [378/3568] Forecasting BCSF...
[2025-12-18T20:17:15.104834] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-18T20:17:15.104863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-18T20:17:15.116704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-18T20:17:15.117086] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-18T20:17:15.117894] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-18T20:17:15.117948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:15.117981] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:15.118009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:15.118067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:15.176335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:15.177249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:15.177335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:15.177367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:15.304846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:15.305015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:15.305059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:15.305088] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:15.308598] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-12-18T20:17:15.308895] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-18T20:17:15.309028] [INFO ] [sig       ] BCSF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:15.450780] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BCSF.txt
[2025-12-18T20:17:15.450918] [INFO ] [sig       ] [378/3568] Completed BCSF in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-18T20:17:15.450957] [INFO ] [sig       ] [379/3568] Forecasting BCTX...
[2025-12-18T20:17:15.450988] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-18T20:17:15.451018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-18T20:17:15.462315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-18T20:17:15.462622] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-18T20:17:15.463367] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-18T20:17:15.463418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:15.463450] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:15.463476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:15.463532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:15.525933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:15.526931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:15.527028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:15.527063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:15.648916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:15.649126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:15.649172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:15.649202] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:15.653024] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-12-18T20:17:15.653305] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-18T20:17:15.653437] [INFO ] [sig       ] BCTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:15.795209] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BCTX.txt
[2025-12-18T20:17:15.795358] [INFO ] [sig       ] [379/3568] Completed BCTX in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-18T20:17:15.795398] [INFO ] [sig       ] [380/3568] Forecasting BCX...
[2025-12-18T20:17:15.795430] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-18T20:17:15.795460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-18T20:17:15.806943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-18T20:17:15.807247] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-18T20:17:15.808029] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-18T20:17:15.808081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:15.808113] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:15.808140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:15.808208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:15.870127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:15.871057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:15.871155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:15.871188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:15.998550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:15.998723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:15.998768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:15.998798] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:16.002163] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-12-18T20:17:16.002444] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-18T20:17:16.002602] [INFO ] [sig       ] BCX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:16.145497] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BCX.txt
[2025-12-18T20:17:16.145680] [INFO ] [sig       ] [380/3568] Completed BCX in 0.4s | 2.89 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-18T20:17:16.145721] [INFO ] [sig       ] [381/3568] Forecasting BCYC...
[2025-12-18T20:17:16.145752] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-18T20:17:16.145788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-18T20:17:16.158401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-18T20:17:16.158734] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-18T20:17:16.159558] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-18T20:17:16.159630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:16.159663] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:16.159691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:16.159759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:16.219130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:16.220023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:16.220307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:16.220340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:16.347940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:16.348148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:16.348193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:16.348223] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:16.351936] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-12-18T20:17:16.352243] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-18T20:17:16.352376] [INFO ] [sig       ] BCYC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:16.499742] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BCYC.txt
[2025-12-18T20:17:16.499915] [INFO ] [sig       ] [381/3568] Completed BCYC in 0.4s | 2.89 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-18T20:17:16.499959] [INFO ] [sig       ] [382/3568] Forecasting BDC...
[2025-12-18T20:17:16.499998] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-18T20:17:16.500031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-18T20:17:16.512154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-18T20:17:16.512518] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-18T20:17:16.513378] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-18T20:17:16.513434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:16.513469] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:16.513497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:16.513556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:16.571627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:16.572546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:16.572655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:16.572690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:16.695089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:16.695250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:16.695295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:16.695325] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:16.698849] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-12-18T20:17:16.699185] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-18T20:17:16.699335] [INFO ] [sig       ] BDC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:16.842024] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BDC.txt
[2025-12-18T20:17:16.842179] [INFO ] [sig       ] [382/3568] Completed BDC in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-18T20:17:16.842221] [INFO ] [sig       ] [383/3568] Forecasting BDJ...
[2025-12-18T20:17:16.842261] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-18T20:17:16.842308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-18T20:17:16.854201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-18T20:17:16.854638] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-18T20:17:16.855524] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-18T20:17:16.855619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:16.855656] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:16.855683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:16.855741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:16.911824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:16.912709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:16.912809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:16.912848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:17.045091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:17.045406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:17.045456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:17.045486] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:17.049386] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-18T20:17:17.049705] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-18T20:17:17.049838] [INFO ] [sig       ] BDJ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:17.193665] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BDJ.txt
[2025-12-18T20:17:17.193823] [INFO ] [sig       ] [383/3568] Completed BDJ in 0.4s | 2.89 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-18T20:17:17.193863] [INFO ] [sig       ] [384/3568] Forecasting BDN...
[2025-12-18T20:17:17.193895] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-18T20:17:17.193925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-18T20:17:17.206137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-18T20:17:17.206478] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-18T20:17:17.207276] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-18T20:17:17.207330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:17.207389] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:17.207419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:17.207478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:17.267244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:17.268139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:17.268226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:17.268259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:17.397670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:17.397828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:17.397871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:17.397901] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:17.401776] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=34.38%)
[2025-12-18T20:17:17.402091] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-18T20:17:17.402229] [INFO ] [sig       ] BDN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:17.548059] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BDN.txt
[2025-12-18T20:17:17.548213] [INFO ] [sig       ] [384/3568] Completed BDN in 0.4s | 2.89 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-18T20:17:17.548254] [INFO ] [sig       ] [385/3568] Forecasting BDRX...
[2025-12-18T20:17:17.548284] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-18T20:17:17.548314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-18T20:17:17.559439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-18T20:17:17.559839] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-18T20:17:17.560637] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-18T20:17:17.560689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:17.560721] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:17.560747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:17.560817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:17.617876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:17.618790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:17.618887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:17.618919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:17.737586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:17.737746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:17.737790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:17.737819] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:17.741284] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-12-18T20:17:17.741562] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-18T20:17:17.741705] [INFO ] [sig       ] BDRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:17.885355] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BDRX.txt
[2025-12-18T20:17:17.885517] [INFO ] [sig       ] [385/3568] Completed BDRX in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-18T20:17:17.885562] [INFO ] [sig       ] [386/3568] Forecasting BDSX...
[2025-12-18T20:17:17.885610] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-18T20:17:17.885642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-18T20:17:17.897155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-18T20:17:17.897464] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-18T20:17:17.898251] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-18T20:17:17.898303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:17.898335] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:17.898361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:17.898416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:17.958450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:17.959382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:17.959485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:17.959529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:18.079475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:18.079660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:18.079706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:18.079736] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:18.083327] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=62.13%)
[2025-12-18T20:17:18.083669] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-18T20:17:18.083809] [INFO ] [sig       ] BDSX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:18.237268] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BDSX.txt
[2025-12-18T20:17:18.237443] [INFO ] [sig       ] [386/3568] Completed BDSX in 0.4s | 2.89 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-18T20:17:18.237502] [INFO ] [sig       ] [387/3568] Forecasting BDTX...
[2025-12-18T20:17:18.237536] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-18T20:17:18.237585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-18T20:17:18.250480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-18T20:17:18.250916] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-18T20:17:18.251859] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-18T20:17:18.251917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:18.251950] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:18.251976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:18.252034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:18.320353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:18.321254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:18.321343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:18.321378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:18.444601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:18.444775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:18.444832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:18.444898] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:18.448450] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2025-12-18T20:17:18.448768] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-18T20:17:18.448904] [INFO ] [sig       ] BDTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:18.594468] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BDTX.txt
[2025-12-18T20:17:18.594657] [INFO ] [sig       ] [387/3568] Completed BDTX in 0.4s | 2.89 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-18T20:17:18.594702] [INFO ] [sig       ] [388/3568] Forecasting BDX...
[2025-12-18T20:17:18.594732] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-18T20:17:18.594763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-18T20:17:18.607026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-18T20:17:18.607380] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-18T20:17:18.608242] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-18T20:17:18.608297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:18.608330] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:18.608371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:18.608430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:18.665733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:18.666683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:18.666796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:18.666831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:18.790450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:18.790631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:18.790674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:18.790703] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:18.794087] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-18T20:17:18.794394] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-18T20:17:18.794522] [INFO ] [sig       ] BDX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:18.934302] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BDX.txt
[2025-12-18T20:17:18.934443] [INFO ] [sig       ] [388/3568] Completed BDX in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-18T20:17:18.934482] [INFO ] [sig       ] [389/3568] Forecasting BE...
[2025-12-18T20:17:18.934511] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-18T20:17:18.934540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-18T20:17:18.948306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-18T20:17:18.948672] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-18T20:17:18.949703] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-18T20:17:18.949757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:18.949789] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:18.949816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:18.949874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:19.007358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:19.008255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:19.008341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:19.008374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:19.129016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:19.129206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:19.129250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:19.129281] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:19.132901] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-12-18T20:17:19.133184] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-18T20:17:19.133324] [INFO ] [sig       ] BE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:19.275009] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BE.txt
[2025-12-18T20:17:19.275179] [INFO ] [sig       ] [389/3568] Completed BE in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-18T20:17:19.275221] [INFO ] [sig       ] [390/3568] Forecasting BEAM...
[2025-12-18T20:17:19.275252] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-18T20:17:19.275285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-18T20:17:19.287279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-18T20:17:19.287611] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-18T20:17:19.288399] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-18T20:17:19.288453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:19.288485] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:19.288511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:19.288590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:19.345402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:19.346273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:19.346364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:19.346397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:19.464034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:19.464194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:19.464272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:19.464306] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:19.467720] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-18T20:17:19.468003] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-18T20:17:19.468134] [INFO ] [sig       ] BEAM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:19.610494] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BEAM.txt
[2025-12-18T20:17:19.610666] [INFO ] [sig       ] [390/3568] Completed BEAM in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-18T20:17:19.610709] [INFO ] [sig       ] [391/3568] Forecasting BEEM...
[2025-12-18T20:17:19.610739] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-18T20:17:19.610770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-18T20:17:19.622616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-18T20:17:19.622973] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-18T20:17:19.623935] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-18T20:17:19.624001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:19.624035] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:19.624062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:19.624119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:19.680619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:19.681456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:19.681541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:19.681593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:19.799756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:19.799918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:19.799971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:19.800007] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:19.803588] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-18T20:17:19.803878] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-18T20:17:19.804010] [INFO ] [sig       ] BEEM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:19.941604] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BEEM.txt
[2025-12-18T20:17:19.941737] [INFO ] [sig       ] [391/3568] Completed BEEM in 0.3s | 2.89 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-18T20:17:19.941776] [INFO ] [sig       ] [392/3568] Forecasting BEEP...
[2025-12-18T20:17:19.941806] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-18T20:17:19.941837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-18T20:17:19.953907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-18T20:17:19.954222] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-18T20:17:19.955005] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-18T20:17:19.955057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:19.955089] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:19.955117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:19.955173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:20.009800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:20.010452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:20.010545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:20.010596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:20.123952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:20.124107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:20.124149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:20.124178] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:20.127459] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2025-12-18T20:17:20.127754] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-18T20:17:20.127879] [INFO ] [sig       ] BEEP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:20.322069] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BEEP.txt
[2025-12-18T20:17:20.322214] [INFO ] [sig       ] [392/3568] Completed BEEP in 0.4s | 2.89 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-18T20:17:20.322255] [INFO ] [sig       ] [393/3568] Forecasting BEKE...
[2025-12-18T20:17:20.322286] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-18T20:17:20.322318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-18T20:17:20.333554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-18T20:17:20.333868] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-18T20:17:20.334643] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-18T20:17:20.334695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:20.334726] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:20.334752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:20.334808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:20.390068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:20.390829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:20.390917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:20.390957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:20.506912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:20.507069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:20.507113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:20.507142] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:20.510448] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-18T20:17:20.510737] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-18T20:17:20.510861] [INFO ] [sig       ] BEKE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:20.650528] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BEKE.txt
[2025-12-18T20:17:20.650721] [INFO ] [sig       ] [393/3568] Completed BEKE in 0.3s | 2.89 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-18T20:17:20.650784] [INFO ] [sig       ] [394/3568] Forecasting BELFA...
[2025-12-18T20:17:20.650829] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-18T20:17:20.650870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-18T20:17:20.663166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-18T20:17:20.663508] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-18T20:17:20.664289] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-18T20:17:20.664341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:20.664385] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:20.664415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:20.664472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:20.720348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:20.721098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:20.721223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:20.721271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:20.820384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:20.820538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:20.820596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:20.820627] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:20.823900] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2025-12-18T20:17:20.824169] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-18T20:17:20.824290] [INFO ] [sig       ] BELFA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:20.964805] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BELFA.txt
[2025-12-18T20:17:20.964949] [INFO ] [sig       ] [394/3568] Completed BELFA in 0.3s | 2.89 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-18T20:17:20.964993] [INFO ] [sig       ] [395/3568] Forecasting BELFB...
[2025-12-18T20:17:20.965024] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-18T20:17:20.965055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-18T20:17:20.977246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-18T20:17:20.977624] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-18T20:17:20.978420] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-18T20:17:20.978473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:20.978507] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:20.978535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:20.978635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:21.034424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:21.035130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:21.035209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:21.035240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:21.152493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:21.152666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:21.152708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:21.152737] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:21.156045] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=43.20%)
[2025-12-18T20:17:21.156319] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-18T20:17:21.156442] [INFO ] [sig       ] BELFB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:21.293745] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BELFB.txt
[2025-12-18T20:17:21.293899] [INFO ] [sig       ] [395/3568] Completed BELFB in 0.3s | 2.89 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-18T20:17:21.293939] [INFO ] [sig       ] [396/3568] Forecasting BEN...
[2025-12-18T20:17:21.293968] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-18T20:17:21.293999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-18T20:17:21.305165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-18T20:17:21.305490] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-18T20:17:21.306280] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-18T20:17:21.306332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:21.306363] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:21.306390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:21.306445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:21.363273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:21.364188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:21.364276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:21.364309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:21.483919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:21.484083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:21.484124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:21.484152] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:21.487463] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=51.55%)
[2025-12-18T20:17:21.487762] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-18T20:17:21.487892] [INFO ] [sig       ] BEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:21.626672] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BEN.txt
[2025-12-18T20:17:21.626834] [INFO ] [sig       ] [396/3568] Completed BEN in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-18T20:17:21.626874] [INFO ] [sig       ] [397/3568] Forecasting BEP...
[2025-12-18T20:17:21.626904] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-18T20:17:21.626937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-18T20:17:21.639330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-18T20:17:21.639731] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-18T20:17:21.640689] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-18T20:17:21.640740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:21.640772] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:21.640799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:21.640860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:21.700775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:21.701641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:21.701726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:21.701758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:21.825007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:21.825209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:21.825253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:21.825281] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:21.829461] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-12-18T20:17:21.829858] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-18T20:17:21.830015] [INFO ] [sig       ] BEP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:21.971721] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BEP.txt
[2025-12-18T20:17:21.971901] [INFO ] [sig       ] [397/3568] Completed BEP in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-18T20:17:21.971946] [INFO ] [sig       ] [398/3568] Forecasting BEPH...
[2025-12-18T20:17:21.971983] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-18T20:17:21.972015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-18T20:17:21.983538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-18T20:17:21.983941] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-18T20:17:21.984758] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-18T20:17:21.984810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:21.984842] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:21.984870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:21.984928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:22.042899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:22.043782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:22.043871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:22.043904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:22.161492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:22.161675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:22.161718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:22.161746] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:22.165446] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=32.96%)
[2025-12-18T20:17:22.165745] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-18T20:17:22.165872] [INFO ] [sig       ] BEPH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:22.306698] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BEPH.txt
[2025-12-18T20:17:22.306846] [INFO ] [sig       ] [398/3568] Completed BEPH in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:22.306884] [INFO ] [sig       ] [399/3568] Forecasting BEPI...
[2025-12-18T20:17:22.306917] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-18T20:17:22.306949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-18T20:17:22.317983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-18T20:17:22.318329] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-18T20:17:22.319185] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-18T20:17:22.319240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:22.319272] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:22.319297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:22.319354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:22.376424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:22.377315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:22.377399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:22.377431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:22.481438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:22.481624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:22.481673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:22.481703] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:22.485119] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2025-12-18T20:17:22.485390] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-18T20:17:22.485513] [INFO ] [sig       ] BEPI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:22.625408] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BEPI.txt
[2025-12-18T20:17:22.625566] [INFO ] [sig       ] [399/3568] Completed BEPI in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:22.625625] [INFO ] [sig       ] [400/3568] Forecasting BFAM...
[2025-12-18T20:17:22.625655] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-18T20:17:22.625686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-18T20:17:22.638047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-18T20:17:22.638407] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-18T20:17:22.639285] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-18T20:17:22.639339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:22.639373] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:22.639400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:22.639458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:22.694816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:22.695618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:22.695701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:22.695735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:22.826070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:22.826226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:22.826279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:22.826326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:22.830270] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-12-18T20:17:22.830643] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-18T20:17:22.830799] [INFO ] [sig       ] BFAM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:22.981752] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BFAM.txt
[2025-12-18T20:17:22.981920] [INFO ] [sig       ] [400/3568] Completed BFAM in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:22.981971] [INFO ] [sig       ] [401/3568] Forecasting BFC...
[2025-12-18T20:17:22.982004] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-18T20:17:22.982034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-18T20:17:22.993816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-18T20:17:22.994160] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-18T20:17:22.994964] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-18T20:17:22.995019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:22.995086] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:22.995118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:22.995177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:23.056354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:23.057214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:23.057301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:23.057335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:23.178500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:23.178676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:23.178721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:23.178768] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:23.182515] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-18T20:17:23.182823] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-18T20:17:23.182970] [INFO ] [sig       ] BFC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:23.334521] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BFC.txt
[2025-12-18T20:17:23.334688] [INFO ] [sig       ] [401/3568] Completed BFC in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:23.334732] [INFO ] [sig       ] [402/3568] Forecasting BFH...
[2025-12-18T20:17:23.334761] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-18T20:17:23.334792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-18T20:17:23.348160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-18T20:17:23.348488] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-18T20:17:23.349594] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-18T20:17:23.349650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:23.349682] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:23.349709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:23.349778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:23.412242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:23.413008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:23.413091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:23.413125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:23.545192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:23.545354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:23.545406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:23.545448] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:23.549143] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=47.60%)
[2025-12-18T20:17:23.549439] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-18T20:17:23.549587] [INFO ] [sig       ] BFH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:23.694047] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BFH.txt
[2025-12-18T20:17:23.694181] [INFO ] [sig       ] [402/3568] Completed BFH in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:23.694221] [INFO ] [sig       ] [403/3568] Forecasting BFIN...
[2025-12-18T20:17:23.694250] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-18T20:17:23.694278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-18T20:17:23.704964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-18T20:17:23.705301] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-18T20:17:23.706203] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-18T20:17:23.706255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:23.706289] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:23.706315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:23.706371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:23.765874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:23.766663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:23.766741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:23.766795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:23.880413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:23.880563] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:17:23.880628] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:23.880657] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:23.883997] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=19.21%)
[2025-12-18T20:17:23.884273] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-18T20:17:23.884397] [INFO ] [sig       ] BFIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:24.022156] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BFIN.txt
[2025-12-18T20:17:24.022299] [INFO ] [sig       ] [403/3568] Completed BFIN in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:24.022337] [INFO ] [sig       ] [404/3568] Forecasting BFK...
[2025-12-18T20:17:24.022367] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-18T20:17:24.022397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-18T20:17:24.033526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-18T20:17:24.033863] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-18T20:17:24.034641] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-18T20:17:24.034693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:24.034724] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:24.034751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:24.034808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:24.091431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:24.092198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:24.092283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:24.092317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:24.210979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:24.211322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:24.211366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:24.211429] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:24.216373] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=76.22%)
[2025-12-18T20:17:24.216708] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-18T20:17:24.216848] [INFO ] [sig       ] BFK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:24.353955] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BFK.txt
[2025-12-18T20:17:24.354088] [INFO ] [sig       ] [404/3568] Completed BFK in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:24.354127] [INFO ] [sig       ] [405/3568] Forecasting BFLY...
[2025-12-18T20:17:24.354156] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-18T20:17:24.354185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-18T20:17:24.365410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-18T20:17:24.365738] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-18T20:17:24.366502] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-18T20:17:24.366554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:24.366603] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:24.366632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:24.366698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:24.421401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:24.422064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:24.422144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:24.422176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:24.541792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:24.541938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:24.541978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:24.542006] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:24.545268] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-18T20:17:24.545537] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-18T20:17:24.545677] [INFO ] [sig       ] BFLY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:24.682226] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BFLY.txt
[2025-12-18T20:17:24.682353] [INFO ] [sig       ] [405/3568] Completed BFLY in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:24.682394] [INFO ] [sig       ] [406/3568] Forecasting BFS...
[2025-12-18T20:17:24.682425] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-18T20:17:24.682457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-18T20:17:24.693797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-18T20:17:24.694080] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-18T20:17:24.694865] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-18T20:17:24.694919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:24.694953] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:24.694981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:24.695040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:24.750434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:24.751037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:24.751114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:24.751145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:24.865715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:24.865835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:24.865872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:24.865900] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:24.869186] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-12-18T20:17:24.869450] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-18T20:17:24.869588] [INFO ] [sig       ] BFS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:25.008229] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BFS.txt
[2025-12-18T20:17:25.008334] [INFO ] [sig       ] [406/3568] Completed BFS in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:25.008371] [INFO ] [sig       ] [407/3568] Forecasting BFZ...
[2025-12-18T20:17:25.008401] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-18T20:17:25.008432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-18T20:17:25.019931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-18T20:17:25.020202] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-18T20:17:25.020964] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-18T20:17:25.021027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:25.021059] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:25.021086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:25.021141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:25.076881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:25.077599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:25.077679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:25.077712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:25.195141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:25.195299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:25.195340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:25.195368] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:25.198720] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=41.94%)
[2025-12-18T20:17:25.198989] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-18T20:17:25.199318] [INFO ] [sig       ] BFZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:25.337766] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BFZ.txt
[2025-12-18T20:17:25.337894] [INFO ] [sig       ] [407/3568] Completed BFZ in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:25.337933] [INFO ] [sig       ] [408/3568] Forecasting BG...
[2025-12-18T20:17:25.337962] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-18T20:17:25.337992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-18T20:17:25.349287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-18T20:17:25.349565] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-18T20:17:25.350376] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-18T20:17:25.350428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:25.350460] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:25.350486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:25.350543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:25.405970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:25.406595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:25.406672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:25.406703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:25.521426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:25.521538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:25.521592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:25.521622] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:25.524737] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-18T20:17:25.525003] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-18T20:17:25.525128] [INFO ] [sig       ] BG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:25.662297] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BG.txt
[2025-12-18T20:17:25.662418] [INFO ] [sig       ] [408/3568] Completed BG in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-18T20:17:25.662458] [INFO ] [sig       ] [409/3568] Forecasting BGB...
[2025-12-18T20:17:25.662489] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-18T20:17:25.662520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-18T20:17:25.674087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-18T20:17:25.674386] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-18T20:17:25.675175] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-18T20:17:25.675229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:25.675260] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:25.675286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:25.675342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:25.730475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:25.731139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:25.731221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:25.731254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:25.850209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:25.850330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:25.850368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:25.850396] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:25.853611] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=20.26%)
[2025-12-18T20:17:25.853879] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-18T20:17:25.854006] [INFO ] [sig       ] BGB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:25.992078] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BGB.txt
[2025-12-18T20:17:25.992223] [INFO ] [sig       ] [409/3568] Completed BGB in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-18T20:17:25.992267] [INFO ] [sig       ] [410/3568] Forecasting BGC...
[2025-12-18T20:17:25.992302] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-18T20:17:25.992333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-18T20:17:26.004092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-18T20:17:26.004451] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-18T20:17:26.005296] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-18T20:17:26.005350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:26.005383] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:26.005410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:26.005468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:26.068607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:26.069557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:26.069672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:26.069723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:26.196420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:26.196615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:26.196661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:26.196690] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:26.200367] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-12-18T20:17:26.200779] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-18T20:17:26.200955] [INFO ] [sig       ] BGC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:26.353622] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BGC.txt
[2025-12-18T20:17:26.353773] [INFO ] [sig       ] [410/3568] Completed BGC in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-18T20:17:26.353828] [INFO ] [sig       ] [411/3568] Forecasting BGH...
[2025-12-18T20:17:26.353863] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-18T20:17:26.353893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-18T20:17:26.366144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-18T20:17:26.366474] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-18T20:17:26.367282] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-18T20:17:26.367340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:26.367378] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:26.367407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:26.367464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:26.432354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:26.433334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:26.433424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:26.433500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:26.562990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:26.563150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:26.563194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:26.563225] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:26.567373] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-12-18T20:17:26.567686] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-18T20:17:26.567831] [INFO ] [sig       ] BGH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:26.718820] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BGH.txt
[2025-12-18T20:17:26.718956] [INFO ] [sig       ] [411/3568] Completed BGH in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-18T20:17:26.718995] [INFO ] [sig       ] [412/3568] Forecasting BGLC...
[2025-12-18T20:17:26.719025] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-18T20:17:26.719080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-18T20:17:26.730012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-18T20:17:26.730302] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-18T20:17:26.731080] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-18T20:17:26.731132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:26.731164] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:26.731191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:26.731426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:26.787624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:26.788249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:26.788329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:26.788360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:26.904452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:26.904629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:26.904673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:26.904702] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:26.908011] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=68.94%)
[2025-12-18T20:17:26.908327] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-18T20:17:26.908460] [INFO ] [sig       ] BGLC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:27.064485] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BGLC.txt
[2025-12-18T20:17:27.064661] [INFO ] [sig       ] [412/3568] Completed BGLC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-18T20:17:27.064705] [INFO ] [sig       ] [413/3568] Forecasting BGRN...
[2025-12-18T20:17:27.064738] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-18T20:17:27.064770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-18T20:17:27.075954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-18T20:17:27.076335] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-18T20:17:27.077136] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-18T20:17:27.077189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:27.077222] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:27.077249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:27.077305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:27.134368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:27.135400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:27.135484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:27.135517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:27.256087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:27.256232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:27.256273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:27.256301] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:27.259613] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-18T20:17:27.259883] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-18T20:17:27.260004] [INFO ] [sig       ] BGRN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:27.397482] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BGRN.txt
[2025-12-18T20:17:27.397616] [INFO ] [sig       ] [413/3568] Completed BGRN in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:27.397656] [INFO ] [sig       ] [414/3568] Forecasting BGS...
[2025-12-18T20:17:27.397686] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-18T20:17:27.397716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-18T20:17:27.408517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-18T20:17:27.408819] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-18T20:17:27.409622] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-18T20:17:27.409673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:27.409704] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:27.409731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:27.409787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:27.464813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:27.465397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:27.465475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:27.465506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:27.583207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:27.583348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:27.583404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:27.583434] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:27.586672] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-12-18T20:17:27.586939] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-18T20:17:27.587058] [INFO ] [sig       ] BGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:27.724396] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BGS.txt
[2025-12-18T20:17:27.724538] [INFO ] [sig       ] [414/3568] Completed BGS in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:27.724593] [INFO ] [sig       ] [415/3568] Forecasting BGSF...
[2025-12-18T20:17:27.724626] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-18T20:17:27.724657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-18T20:17:27.734921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-18T20:17:27.735205] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-18T20:17:27.735978] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-18T20:17:27.736030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:27.736061] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:27.736091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:27.736150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:27.791757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:27.792371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:27.792448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:27.792479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:27.906605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:27.906756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:27.906798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:27.906826] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:27.910131] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-12-18T20:17:27.910405] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-18T20:17:27.910529] [INFO ] [sig       ] BGSF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:28.051230] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BGSF.txt
[2025-12-18T20:17:28.051368] [INFO ] [sig       ] [415/3568] Completed BGSF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:28.051406] [INFO ] [sig       ] [416/3568] Forecasting BGX...
[2025-12-18T20:17:28.051435] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-18T20:17:28.051465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-18T20:17:28.065695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-18T20:17:28.065980] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-18T20:17:28.066762] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-18T20:17:28.066816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:28.066850] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:28.066878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:28.066936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:28.122001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:28.122639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:28.122719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:28.122750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:28.248705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:28.248862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:28.248905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:28.248935] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:28.252459] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-18T20:17:28.252762] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-18T20:17:28.252904] [INFO ] [sig       ] BGX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:28.397358] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BGX.txt
[2025-12-18T20:17:28.397484] [INFO ] [sig       ] [416/3568] Completed BGX in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:28.397522] [INFO ] [sig       ] [417/3568] Forecasting BGY...
[2025-12-18T20:17:28.397551] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-18T20:17:28.397598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-18T20:17:28.408237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-18T20:17:28.408519] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-18T20:17:28.409288] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-18T20:17:28.409340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:28.409372] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:28.409398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:28.409455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:28.466485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:28.467207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:28.467286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:28.467317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:28.589794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:28.589952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:28.589992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:28.590022] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:28.593817] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=52.35%)
[2025-12-18T20:17:28.594114] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-18T20:17:28.594253] [INFO ] [sig       ] BGY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:28.738611] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BGY.txt
[2025-12-18T20:17:28.738766] [INFO ] [sig       ] [417/3568] Completed BGY in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:28.738807] [INFO ] [sig       ] [418/3568] Forecasting BHC...
[2025-12-18T20:17:28.738840] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-18T20:17:28.738872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-18T20:17:28.750867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-18T20:17:28.751191] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-18T20:17:28.752035] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-18T20:17:28.752091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:28.752164] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:28.752195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:28.752254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:28.807760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:28.808505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:28.808601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:28.808637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:28.925772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:28.925894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:28.925932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:28.925959] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:28.929130] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=68.83%)
[2025-12-18T20:17:28.929405] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-18T20:17:28.929526] [INFO ] [sig       ] BHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:29.067503] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BHC.txt
[2025-12-18T20:17:29.067677] [INFO ] [sig       ] [418/3568] Completed BHC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:29.067718] [INFO ] [sig       ] [419/3568] Forecasting BHE...
[2025-12-18T20:17:29.067749] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-18T20:17:29.067780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-18T20:17:29.079476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-18T20:17:29.079785] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-18T20:17:29.080708] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-18T20:17:29.080759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:29.080790] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:29.080817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:29.080873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:29.136299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:29.136906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:29.136981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:29.137013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:29.254409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:29.254555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:29.254613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:29.254642] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:29.257903] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-18T20:17:29.258181] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-18T20:17:29.258301] [INFO ] [sig       ] BHE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:29.394783] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BHE.txt
[2025-12-18T20:17:29.394891] [INFO ] [sig       ] [419/3568] Completed BHE in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:29.394930] [INFO ] [sig       ] [420/3568] Forecasting BHF...
[2025-12-18T20:17:29.394960] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-18T20:17:29.394989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-18T20:17:29.405636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-18T20:17:29.405921] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-18T20:17:29.406693] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-18T20:17:29.406744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:29.406777] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:29.406804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:29.406861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:29.462531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:29.463161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:29.463240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:29.463272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:29.582924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:29.583038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:29.583075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:29.583103] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:29.586235] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-18T20:17:29.586504] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-18T20:17:29.586646] [INFO ] [sig       ] BHF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:29.726560] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BHF.txt
[2025-12-18T20:17:29.726699] [INFO ] [sig       ] [420/3568] Completed BHF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:29.726737] [INFO ] [sig       ] [421/3568] Forecasting BHFAL...
[2025-12-18T20:17:29.726766] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-18T20:17:29.726796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-18T20:17:29.738232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-18T20:17:29.738511] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-18T20:17:29.739319] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-18T20:17:29.739371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:29.739402] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:29.739427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:29.739482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:29.795963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:29.796763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:29.796846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:29.796881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:29.922983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:29.923144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:29.923186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:29.923267] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:29.926723] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-18T20:17:29.927027] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-18T20:17:29.927159] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:30.064211] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BHFAL.txt
[2025-12-18T20:17:30.064367] [INFO ] [sig       ] [421/3568] Completed BHFAL in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:30.064408] [INFO ] [sig       ] [422/3568] Forecasting BHFAM...
[2025-12-18T20:17:30.064444] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-18T20:17:30.064475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-18T20:17:30.076047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-18T20:17:30.076348] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-18T20:17:30.077189] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-18T20:17:30.077244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:30.077278] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:30.077306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:30.077364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:30.133034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:30.133931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:30.134012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:30.134044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:30.254029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:30.254200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:30.254247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:30.254277] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:30.257742] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=86.73%)
[2025-12-18T20:17:30.258051] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-18T20:17:30.258188] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:30.397322] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BHFAM.txt
[2025-12-18T20:17:30.397460] [INFO ] [sig       ] [422/3568] Completed BHFAM in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:30.397501] [INFO ] [sig       ] [423/3568] Forecasting BHFAN...
[2025-12-18T20:17:30.397535] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-18T20:17:30.397585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-18T20:17:30.409020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-18T20:17:30.409345] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-18T20:17:30.410184] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-18T20:17:30.410238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:30.410271] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:30.410299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:30.410357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:30.466474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:30.467252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:30.467336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:30.467369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:30.593092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:30.593250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:30.593293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:30.593326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:30.596782] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-12-18T20:17:30.597060] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-18T20:17:30.597190] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:30.735330] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BHFAN.txt
[2025-12-18T20:17:30.735466] [INFO ] [sig       ] [423/3568] Completed BHFAN in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:30.735506] [INFO ] [sig       ] [424/3568] Forecasting BHFAO...
[2025-12-18T20:17:30.735535] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-18T20:17:30.735566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-18T20:17:30.747074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-18T20:17:30.747430] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-18T20:17:30.748241] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-18T20:17:30.748295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:30.748328] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:30.748356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:30.748415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:30.806344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:30.807212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:30.807307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:30.807341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:30.924999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:30.925155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:30.925198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:30.925228] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:30.928663] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-18T20:17:30.928941] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-18T20:17:30.929084] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:31.066484] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BHFAO.txt
[2025-12-18T20:17:31.066632] [INFO ] [sig       ] [424/3568] Completed BHFAO in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:31.066673] [INFO ] [sig       ] [425/3568] Forecasting BHFAP...
[2025-12-18T20:17:31.066703] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-18T20:17:31.066732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-18T20:17:31.077899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-18T20:17:31.078199] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-18T20:17:31.078989] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-18T20:17:31.079066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:31.079101] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:31.079128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:31.079185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:31.138239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:31.138947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:31.139029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:31.139079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:31.258878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:31.259029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:31.259090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:31.259139] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:31.262743] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-12-18T20:17:31.263028] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-18T20:17:31.263156] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:31.405917] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BHFAP.txt
[2025-12-18T20:17:31.406051] [INFO ] [sig       ] [425/3568] Completed BHFAP in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:31.406091] [INFO ] [sig       ] [426/3568] Forecasting BHK...
[2025-12-18T20:17:31.406121] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-18T20:17:31.406151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-18T20:17:31.417301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-18T20:17:31.417620] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-18T20:17:31.418402] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-18T20:17:31.418462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:31.418522] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:31.418555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:31.418637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:31.476237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:31.477099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:31.477190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:31.477222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:31.606454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:31.606623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:31.606666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:31.606695] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:31.610417] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-18T20:17:31.610731] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-18T20:17:31.610866] [INFO ] [sig       ] BHK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:31.750302] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BHK.txt
[2025-12-18T20:17:31.750443] [INFO ] [sig       ] [426/3568] Completed BHK in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-18T20:17:31.750482] [INFO ] [sig       ] [427/3568] Forecasting BHP...
[2025-12-18T20:17:31.750512] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-18T20:17:31.750541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-18T20:17:31.763864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-18T20:17:31.764206] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-18T20:17:31.765062] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-18T20:17:31.765116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:31.765152] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:31.765179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:31.765236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:31.822992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:31.823991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:31.824106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:31.824149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:31.947494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:31.947670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:31.947715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:31.947746] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:31.951124] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-18T20:17:31.951408] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-18T20:17:31.951535] [INFO ] [sig       ] BHP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:32.095549] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BHP.txt
[2025-12-18T20:17:32.095733] [INFO ] [sig       ] [427/3568] Completed BHP in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-18T20:17:32.095776] [INFO ] [sig       ] [428/3568] Forecasting BHRB...
[2025-12-18T20:17:32.095807] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-18T20:17:32.095838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-18T20:17:32.107264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-18T20:17:32.107620] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-18T20:17:32.108392] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-18T20:17:32.108446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:32.108478] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:32.108505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:32.108563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:32.163897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:32.164746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:32.164878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:32.164926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:32.280117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:32.280273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:32.280314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:32.280342] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:32.283883] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2025-12-18T20:17:32.284152] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-18T20:17:32.284465] [INFO ] [sig       ] BHRB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:32.421519] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BHRB.txt
[2025-12-18T20:17:32.421662] [INFO ] [sig       ] [428/3568] Completed BHRB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:32.421702] [INFO ] [sig       ] [429/3568] Forecasting BHVN...
[2025-12-18T20:17:32.421733] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-18T20:17:32.421763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-18T20:17:32.432640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-18T20:17:32.432946] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-18T20:17:32.433719] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-18T20:17:32.433771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:32.433802] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:32.433839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:32.433896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:32.489778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:32.490437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:32.490517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:32.490549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:32.604921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:32.605055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:32.605096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:32.605124] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:32.608386] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-18T20:17:32.608682] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-18T20:17:32.608808] [INFO ] [sig       ] BHVN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:32.750288] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BHVN.txt
[2025-12-18T20:17:32.750414] [INFO ] [sig       ] [429/3568] Completed BHVN in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:32.750451] [INFO ] [sig       ] [430/3568] Forecasting BIAF...
[2025-12-18T20:17:32.750481] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-18T20:17:32.750510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-18T20:17:32.763393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-18T20:17:32.763724] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-18T20:17:32.764488] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-18T20:17:32.764541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:32.764599] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:32.764629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:32.764686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:32.822169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:32.822888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:32.822969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:32.823000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:32.931341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:32.931704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:32.931745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:32.931772] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:32.935218] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2025-12-18T20:17:32.935488] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-18T20:17:32.935629] [INFO ] [sig       ] BIAF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:33.074930] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BIAF.txt
[2025-12-18T20:17:33.075081] [INFO ] [sig       ] [430/3568] Completed BIAF in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:33.075119] [INFO ] [sig       ] [431/3568] Forecasting BIB...
[2025-12-18T20:17:33.075150] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-18T20:17:33.075181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-18T20:17:33.085951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-18T20:17:33.086336] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-18T20:17:33.087191] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-18T20:17:33.087246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:33.087280] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:33.087308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:33.087365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:33.144417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:33.145298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:33.145407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:33.145440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:33.253619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:33.253775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:33.253817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:33.253848] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:33.257216] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-18T20:17:33.257491] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-18T20:17:33.257632] [INFO ] [sig       ] BIB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:33.398348] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BIB.txt
[2025-12-18T20:17:33.398508] [INFO ] [sig       ] [431/3568] Completed BIB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:33.398548] [INFO ] [sig       ] [432/3568] Forecasting BIIB...
[2025-12-18T20:17:33.398599] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-18T20:17:33.398631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-18T20:17:33.409924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-18T20:17:33.410263] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-18T20:17:33.411045] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-18T20:17:33.411097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:33.411128] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:33.411155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:33.411212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:33.467196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:33.467909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:33.467987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:33.468020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:33.589939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:33.590088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:33.590130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:33.590158] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:33.593407] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-18T20:17:33.593693] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-18T20:17:33.593816] [INFO ] [sig       ] BIIB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:33.730993] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BIIB.txt
[2025-12-18T20:17:33.731127] [INFO ] [sig       ] [432/3568] Completed BIIB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:33.731167] [INFO ] [sig       ] [433/3568] Forecasting BILI...
[2025-12-18T20:17:33.731196] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-18T20:17:33.731233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-18T20:17:33.742494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-18T20:17:33.742809] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-18T20:17:33.743558] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-18T20:17:33.743629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:33.743661] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:33.743689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:33.743745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:33.799859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:33.800519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:33.800612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:33.800647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:33.922043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:33.922192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:33.922232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:33.922260] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:33.925542] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=29.65%)
[2025-12-18T20:17:33.925828] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-18T20:17:33.925951] [INFO ] [sig       ] BILI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:34.064123] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BILI.txt
[2025-12-18T20:17:34.064252] [INFO ] [sig       ] [433/3568] Completed BILI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:34.064290] [INFO ] [sig       ] [434/3568] Forecasting BILL...
[2025-12-18T20:17:34.064320] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-18T20:17:34.064349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-18T20:17:34.075120] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BILL'.
[2025-12-18T20:17:34.075398] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-18T20:17:34.076160] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-18T20:17:34.076212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:34.076244] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:34.076271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:34.076329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:34.132441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:34.133078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:34.133157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:34.133195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:34.255565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:34.255737] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:17:34.255778] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:34.255807] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:34.259125] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-18T20:17:34.259402] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-18T20:17:34.259528] [INFO ] [sig       ] BILL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-18T20:17:34.400190] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BILL.txt
[2025-12-18T20:17:34.400417] [INFO ] [sig       ] [434/3568] Completed BILL in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:34.400476] [INFO ] [sig       ] [435/3568] Forecasting BIO...
[2025-12-18T20:17:34.400518] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-18T20:17:34.400563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-18T20:17:34.412098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-18T20:17:34.412410] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-18T20:17:34.413201] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-18T20:17:34.413255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:34.413315] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:34.413345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:34.413403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:34.471062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:34.471722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:34.471799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:34.471831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:34.589301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:34.589432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:34.589471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:34.589499] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:34.592717] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-12-18T20:17:34.592988] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-18T20:17:34.593111] [INFO ] [sig       ] BIO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:34.729946] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BIO.txt
[2025-12-18T20:17:34.730059] [INFO ] [sig       ] [435/3568] Completed BIO in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:34.730098] [INFO ] [sig       ] [436/3568] Forecasting BIOX...
[2025-12-18T20:17:34.730126] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-18T20:17:34.730156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-18T20:17:34.741092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-18T20:17:34.741387] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-18T20:17:34.742157] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-18T20:17:34.742209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:34.742240] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:34.742267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:34.742322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:34.801899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:34.802516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:34.802610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:34.802643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:34.918890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:34.919017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:34.919070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:34.919101] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:34.922304] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=29.14%)
[2025-12-18T20:17:34.922565] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-18T20:17:34.922706] [INFO ] [sig       ] BIOX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:35.060910] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BIOX.txt
[2025-12-18T20:17:35.061036] [INFO ] [sig       ] [436/3568] Completed BIOX in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:35.061074] [INFO ] [sig       ] [437/3568] Forecasting BIP...
[2025-12-18T20:17:35.061103] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-18T20:17:35.061133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-18T20:17:35.072211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-18T20:17:35.072486] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-18T20:17:35.073255] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-18T20:17:35.073306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:35.073337] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:35.073364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:35.073420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:35.129585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:35.130166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:35.130243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:35.130274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:35.249306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:35.249449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:35.249490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:35.249520] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:35.252897] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-18T20:17:35.253172] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-18T20:17:35.253305] [INFO ] [sig       ] BIP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:35.392905] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BIP.txt
[2025-12-18T20:17:35.393031] [INFO ] [sig       ] [437/3568] Completed BIP in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:35.393069] [INFO ] [sig       ] [438/3568] Forecasting BIPH...
[2025-12-18T20:17:35.393098] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-18T20:17:35.393128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-18T20:17:35.403480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-18T20:17:35.403813] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-18T20:17:35.404561] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-18T20:17:35.404631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:35.404663] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:35.404690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:35.404746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:35.462863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:35.463477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:35.463555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:35.463614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:35.567667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:35.567798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:35.567837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:35.567896] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:35.571215] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2025-12-18T20:17:35.571534] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-18T20:17:35.571688] [INFO ] [sig       ] BIPH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:35.709670] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BIPH.txt
[2025-12-18T20:17:35.709796] [INFO ] [sig       ] [438/3568] Completed BIPH in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:35.709834] [INFO ] [sig       ] [439/3568] Forecasting BIPI...
[2025-12-18T20:17:35.709863] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-18T20:17:35.709895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-18T20:17:35.720259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-18T20:17:35.720566] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-18T20:17:35.721334] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-18T20:17:35.721385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:35.721416] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:35.721443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:35.721500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:35.779324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:35.780071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:35.780150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:35.780182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:35.900279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:35.900449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:35.900505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:35.900536] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:35.904068] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-18T20:17:35.904365] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-18T20:17:35.904507] [INFO ] [sig       ] BIPI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:36.047647] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BIPI.txt
[2025-12-18T20:17:36.047780] [INFO ] [sig       ] [439/3568] Completed BIPI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:36.047818] [INFO ] [sig       ] [440/3568] Forecasting BIRD...
[2025-12-18T20:17:36.047847] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-18T20:17:36.047877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-18T20:17:36.058506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-18T20:17:36.058799] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-18T20:17:36.059769] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-18T20:17:36.059836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:36.059881] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:36.059921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:36.060014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:36.130500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:36.131380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:36.131464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:36.131497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:36.259334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:36.259493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:36.259534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:36.259563] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:36.262936] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-18T20:17:36.263233] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-18T20:17:36.263362] [INFO ] [sig       ] BIRD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:36.404226] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BIRD.txt
[2025-12-18T20:17:36.404384] [INFO ] [sig       ] [440/3568] Completed BIRD in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:36.404423] [INFO ] [sig       ] [441/3568] Forecasting BIRK...
[2025-12-18T20:17:36.404455] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-18T20:17:36.404486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-18T20:17:36.417119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-18T20:17:36.417471] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-18T20:17:36.418260] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-18T20:17:36.418313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:36.418344] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:36.418371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:36.418428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:36.476033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:36.476883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:36.476972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:36.477003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:36.599361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:36.599516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:36.599560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:36.599626] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:36.603011] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-12-18T20:17:36.603297] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-18T20:17:36.603429] [INFO ] [sig       ] BIRK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:36.743624] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BIRK.txt
[2025-12-18T20:17:36.743780] [INFO ] [sig       ] [441/3568] Completed BIRK in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-18T20:17:36.743819] [INFO ] [sig       ] [442/3568] Forecasting BITF...
[2025-12-18T20:17:36.743850] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-18T20:17:36.743880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-18T20:17:36.755485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-18T20:17:36.755857] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-18T20:17:36.756646] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-18T20:17:36.756712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:36.756744] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:36.756772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:36.756829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:36.813173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:36.814041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:36.814124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:36.814156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:36.932808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:36.932974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:36.933015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:36.933044] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:36.936390] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-18T20:17:36.936690] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-18T20:17:36.936816] [INFO ] [sig       ] BITF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:37.075419] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BITF.txt
[2025-12-18T20:17:37.075551] [INFO ] [sig       ] [442/3568] Completed BITF in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-18T20:17:37.075608] [INFO ] [sig       ] [443/3568] Forecasting BIVI...
[2025-12-18T20:17:37.075640] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-18T20:17:37.075670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-18T20:17:37.087210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-18T20:17:37.087505] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-18T20:17:37.088279] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-18T20:17:37.088336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:37.088367] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:37.088395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:37.088451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:37.143810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:37.144445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:37.144521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:37.144553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:37.263516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:37.263719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:37.263764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:37.263795] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:37.267143] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-12-18T20:17:37.267423] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-18T20:17:37.267567] [INFO ] [sig       ] BIVI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:37.409781] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BIVI.txt
[2025-12-18T20:17:37.409900] [INFO ] [sig       ] [443/3568] Completed BIVI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-18T20:17:37.409938] [INFO ] [sig       ] [444/3568] Forecasting BJ...
[2025-12-18T20:17:37.409968] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-18T20:17:37.409997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-18T20:17:37.421310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-18T20:17:37.421616] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-18T20:17:37.422368] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-18T20:17:37.422419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:37.422450] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:37.422476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:37.422532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:37.480983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:37.481913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:37.481998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:37.482033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:37.608281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:37.608420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:37.608461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:37.608491] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:37.611800] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2025-12-18T20:17:37.612075] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-18T20:17:37.612200] [INFO ] [sig       ] BJ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:37.753304] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BJ.txt
[2025-12-18T20:17:37.753445] [INFO ] [sig       ] [444/3568] Completed BJ in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-18T20:17:37.753487] [INFO ] [sig       ] [445/3568] Forecasting BJRI...
[2025-12-18T20:17:37.753518] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-18T20:17:37.753548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-18T20:17:37.765219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-18T20:17:37.765513] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-18T20:17:37.766274] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-18T20:17:37.766332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:37.766366] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:37.766394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:37.766452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:37.822052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:37.822686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:37.822792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:37.822826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:37.942391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:37.942543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:37.942601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:37.942632] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:37.945927] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=43.92%)
[2025-12-18T20:17:37.946197] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-18T20:17:37.946320] [INFO ] [sig       ] BJRI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:38.083262] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BJRI.txt
[2025-12-18T20:17:38.083414] [INFO ] [sig       ] [445/3568] Completed BJRI in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:38.083454] [INFO ] [sig       ] [446/3568] Forecasting BK...
[2025-12-18T20:17:38.083485] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-18T20:17:38.083514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-18T20:17:38.095044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-18T20:17:38.095353] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-18T20:17:38.096138] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-18T20:17:38.096190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:38.096221] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:38.096248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:38.096305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:38.151598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:38.152276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:38.152355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:38.152387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:38.273072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:38.273225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:38.273266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:38.273294] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:38.276558] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2025-12-18T20:17:38.276850] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-18T20:17:38.276972] [INFO ] [sig       ] BK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:38.413933] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BK.txt
[2025-12-18T20:17:38.414062] [INFO ] [sig       ] [446/3568] Completed BK in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:38.414100] [INFO ] [sig       ] [447/3568] Forecasting BKCH...
[2025-12-18T20:17:38.414129] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-18T20:17:38.414158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-18T20:17:38.425979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-18T20:17:38.426307] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-18T20:17:38.427104] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-18T20:17:38.427158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:38.427189] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:38.427216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:38.427275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:38.484594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:38.485290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:38.485371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:38.485404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:38.601499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:38.601660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:38.601706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:38.601738] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:38.605274] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=40.91%)
[2025-12-18T20:17:38.605597] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-18T20:17:38.605727] [INFO ] [sig       ] BKCH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:38.743826] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BKCH.txt
[2025-12-18T20:17:38.743953] [INFO ] [sig       ] [447/3568] Completed BKCH in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:38.743992] [INFO ] [sig       ] [448/3568] Forecasting BKD...
[2025-12-18T20:17:38.744022] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-18T20:17:38.744052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-18T20:17:38.755208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-18T20:17:38.755528] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-18T20:17:38.756317] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-18T20:17:38.756371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:38.756405] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:38.756433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:38.756491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:38.813509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:38.814141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:38.814217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:38.814249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:38.933047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:38.933182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:38.933220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:38.933249] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:38.936472] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-12-18T20:17:38.936759] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-18T20:17:38.936879] [INFO ] [sig       ] BKD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:39.073480] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BKD.txt
[2025-12-18T20:17:39.073656] [INFO ] [sig       ] [448/3568] Completed BKD in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:39.073699] [INFO ] [sig       ] [449/3568] Forecasting BKE...
[2025-12-18T20:17:39.073728] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-18T20:17:39.073758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-18T20:17:39.084985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-18T20:17:39.085380] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-18T20:17:39.086267] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-18T20:17:39.086326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:39.086359] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:39.086388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:39.086447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:39.142279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:39.143142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:39.143224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:39.143256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:39.264622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:39.264768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:39.264824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:39.264854] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:39.268115] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-12-18T20:17:39.268389] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-18T20:17:39.268513] [INFO ] [sig       ] BKE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:39.405598] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BKE.txt
[2025-12-18T20:17:39.405724] [INFO ] [sig       ] [449/3568] Completed BKE in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:39.405763] [INFO ] [sig       ] [450/3568] Forecasting BKH...
[2025-12-18T20:17:39.405793] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-18T20:17:39.405822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-18T20:17:39.416772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-18T20:17:39.417044] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-18T20:17:39.417814] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-18T20:17:39.417865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:39.417897] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:39.417924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:39.417981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:39.473787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:39.474601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:39.474683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:39.474715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:39.591062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:39.591210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:39.591251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:39.591278] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:39.594562] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2025-12-18T20:17:39.594845] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-18T20:17:39.594968] [INFO ] [sig       ] BKH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:39.733670] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BKH.txt
[2025-12-18T20:17:39.733822] [INFO ] [sig       ] [450/3568] Completed BKH in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:39.733861] [INFO ] [sig       ] [451/3568] Forecasting BKN...
[2025-12-18T20:17:39.733892] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-18T20:17:39.733922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-18T20:17:39.745607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-18T20:17:39.745943] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-18T20:17:39.746770] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-18T20:17:39.746827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:39.746866] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:39.746895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:39.746954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:39.803020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:39.803714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:39.803812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:39.803847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:39.917052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:39.917195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:39.917235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:39.917265] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:39.920549] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-18T20:17:39.920838] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-18T20:17:39.920959] [INFO ] [sig       ] BKN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:40.058338] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BKN.txt
[2025-12-18T20:17:40.058480] [INFO ] [sig       ] [451/3568] Completed BKN in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:40.058520] [INFO ] [sig       ] [452/3568] Forecasting BKNG...
[2025-12-18T20:17:40.058550] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-18T20:17:40.058598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-18T20:17:40.070826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-18T20:17:40.071181] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-18T20:17:40.072124] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-18T20:17:40.072186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:40.072273] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:40.072312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:40.072390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:40.128424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:40.129153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:40.129235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:40.129267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:40.251700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:40.251850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:40.251892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:40.251920] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:40.255365] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2025-12-18T20:17:40.255852] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-18T20:17:40.255978] [INFO ] [sig       ] BKNG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:40.393417] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BKNG.txt
[2025-12-18T20:17:40.393549] [INFO ] [sig       ] [452/3568] Completed BKNG in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:40.393606] [INFO ] [sig       ] [453/3568] Forecasting BKSY...
[2025-12-18T20:17:40.393637] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-18T20:17:40.393667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-18T20:17:40.404838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-18T20:17:40.405149] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-18T20:17:40.405947] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-18T20:17:40.406000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:40.406042] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:40.406070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:40.406127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:40.468464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:40.469556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:40.469665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:40.469700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:40.590943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:40.591106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:40.591151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:40.591181] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:40.594498] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-12-18T20:17:40.594793] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-18T20:17:40.594928] [INFO ] [sig       ] BKSY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:40.734336] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BKSY.txt
[2025-12-18T20:17:40.734502] [INFO ] [sig       ] [453/3568] Completed BKSY in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:40.734541] [INFO ] [sig       ] [454/3568] Forecasting BL...
[2025-12-18T20:17:40.734591] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-18T20:17:40.734624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-18T20:17:40.746346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-18T20:17:40.746737] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-18T20:17:40.747510] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-18T20:17:40.747562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:40.747613] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:40.747641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:40.747699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:40.807501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:40.808540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:40.808675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:40.808731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:40.931538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:40.931706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:40.931748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:40.931775] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:40.935069] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-18T20:17:40.935347] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-18T20:17:40.935475] [INFO ] [sig       ] BL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:41.074207] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BL.txt
[2025-12-18T20:17:41.074356] [INFO ] [sig       ] [454/3568] Completed BL in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:41.074395] [INFO ] [sig       ] [455/3568] Forecasting BLBD...
[2025-12-18T20:17:41.074424] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-18T20:17:41.074455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-18T20:17:41.085768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-18T20:17:41.086090] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-18T20:17:41.086867] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-18T20:17:41.086920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:41.086952] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:41.086978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:41.087035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:41.143697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:41.144349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:41.144427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:41.144459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:41.268840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:41.268995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:41.269049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:41.269122] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:41.272427] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-12-18T20:17:41.272719] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-18T20:17:41.272843] [INFO ] [sig       ] BLBD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:41.413287] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BLBD.txt
[2025-12-18T20:17:41.413416] [INFO ] [sig       ] [455/3568] Completed BLBD in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:41.413456] [INFO ] [sig       ] [456/3568] Forecasting BLCN...
[2025-12-18T20:17:41.413484] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-18T20:17:41.413513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-18T20:17:41.425098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-18T20:17:41.425394] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-18T20:17:41.426172] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-18T20:17:41.426224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:41.426263] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:41.426289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:41.426349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:41.484923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:41.485605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:41.485683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:41.485716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:41.590792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:41.590954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:41.590996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:41.591025] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:41.594346] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-18T20:17:41.594636] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-18T20:17:41.594761] [INFO ] [sig       ] BLCN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:41.735250] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BLCN.txt
[2025-12-18T20:17:41.735423] [INFO ] [sig       ] [456/3568] Completed BLCN in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-18T20:17:41.735465] [INFO ] [sig       ] [457/3568] Forecasting BLCO...
[2025-12-18T20:17:41.735502] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-18T20:17:41.735743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-18T20:17:41.751994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-18T20:17:41.752466] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-18T20:17:41.753516] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-18T20:17:41.753615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:41.753661] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:41.753697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:41.753776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:41.834249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:41.835366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:41.835477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:41.835528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:42.010594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:42.010790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:42.010849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:42.010892] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:42.015844] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=42.47%)
[2025-12-18T20:17:42.016291] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-18T20:17:42.016482] [INFO ] [sig       ] BLCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:42.229066] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BLCO.txt
[2025-12-18T20:17:42.229322] [INFO ] [sig       ] [457/3568] Completed BLCO in 0.5s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:42.229379] [INFO ] [sig       ] [458/3568] Forecasting BLD...
[2025-12-18T20:17:42.229423] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-18T20:17:42.229465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-18T20:17:42.246494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-18T20:17:42.247059] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-18T20:17:42.248282] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-18T20:17:42.248357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:42.248398] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:42.248430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:42.248510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:42.335516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:42.336496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:42.336611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:42.336647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:42.504490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:42.504710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:42.504781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:42.504832] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:42.510230] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-18T20:17:42.510796] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-18T20:17:42.511018] [INFO ] [sig       ] BLD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:42.756928] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BLD.txt
[2025-12-18T20:17:42.757168] [INFO ] [sig       ] [458/3568] Completed BLD in 0.5s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:42.757238] [INFO ] [sig       ] [459/3568] Forecasting BLDP...
[2025-12-18T20:17:42.757291] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-18T20:17:42.757342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-18T20:17:42.777982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-18T20:17:42.778508] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-18T20:17:42.779904] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-18T20:17:42.779975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:42.780026] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:42.780071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:42.780163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:42.867214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:42.868467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:42.868615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:42.868676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:43.012211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:43.012380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:43.012434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:43.012464] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:43.016208] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-18T20:17:43.016539] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-18T20:17:43.016732] [INFO ] [sig       ] BLDP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:43.186947] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BLDP.txt
[2025-12-18T20:17:43.187113] [INFO ] [sig       ] [459/3568] Completed BLDP in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:43.187153] [INFO ] [sig       ] [460/3568] Forecasting BLE...
[2025-12-18T20:17:43.187185] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-18T20:17:43.187216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-18T20:17:43.200294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-18T20:17:43.200886] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-18T20:17:43.201787] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-18T20:17:43.201842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:43.201874] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:43.201901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:43.201958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:43.259819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:43.260709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:43.260794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:43.260827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:43.377675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:43.377831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:43.377874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:43.377920] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:43.381328] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2025-12-18T20:17:43.381634] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-18T20:17:43.381765] [INFO ] [sig       ] BLE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:43.518136] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BLE.txt
[2025-12-18T20:17:43.518281] [INFO ] [sig       ] [460/3568] Completed BLE in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-18T20:17:43.518320] [INFO ] [sig       ] [461/3568] Forecasting BLFS...
[2025-12-18T20:17:43.518351] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-18T20:17:43.518382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-18T20:17:43.529717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-18T20:17:43.530044] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-18T20:17:43.530875] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-18T20:17:43.530935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:43.530966] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:43.530993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:43.531048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:43.588209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:43.589018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:43.589129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:43.589164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:43.706538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:43.706710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:43.706754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:43.706783] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:43.710162] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-12-18T20:17:43.710443] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-18T20:17:43.710569] [INFO ] [sig       ] BLFS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:43.853062] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BLFS.txt
[2025-12-18T20:17:43.853210] [INFO ] [sig       ] [461/3568] Completed BLFS in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-18T20:17:43.853250] [INFO ] [sig       ] [462/3568] Forecasting BLFY...
[2025-12-18T20:17:43.853280] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-18T20:17:43.853310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-18T20:17:43.864078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-18T20:17:43.864386] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-18T20:17:43.865158] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-18T20:17:43.865210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:43.865241] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:43.865268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:43.865329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:43.920513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:43.921286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:43.921399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:43.921432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:44.052820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:44.052999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:44.053044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:44.053073] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:44.056803] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=23.98%)
[2025-12-18T20:17:44.057131] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-18T20:17:44.057272] [INFO ] [sig       ] BLFY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:44.221072] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BLFY.txt
[2025-12-18T20:17:44.221311] [INFO ] [sig       ] [462/3568] Completed BLFY in 0.4s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-18T20:17:44.221359] [INFO ] [sig       ] [463/3568] Forecasting BLK...
[2025-12-18T20:17:44.221395] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-18T20:17:44.221430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-18T20:17:44.234990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-18T20:17:44.235380] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-18T20:17:44.236260] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-18T20:17:44.236316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:44.236349] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:44.236375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:44.236433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:44.295270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:44.296192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:44.296300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:44.296337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:44.424021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:44.424188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:44.424231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:44.424288] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:44.427894] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=56.05%)
[2025-12-18T20:17:44.428182] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-18T20:17:44.428318] [INFO ] [sig       ] BLK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:44.574690] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BLK.txt
[2025-12-18T20:17:44.574851] [INFO ] [sig       ] [463/3568] Completed BLK in 0.4s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-18T20:17:44.574893] [INFO ] [sig       ] [464/3568] Forecasting BLKB...
[2025-12-18T20:17:44.574922] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-18T20:17:44.574951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-18T20:17:44.587315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-18T20:17:44.587922] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-18T20:17:44.588755] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-18T20:17:44.588808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:44.588839] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:44.588865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:44.588934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:44.649280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:44.650245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:44.650336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:44.650371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:44.774531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:44.774918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:44.774962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:44.774991] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:44.778669] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=35.79%)
[2025-12-18T20:17:44.778961] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-18T20:17:44.779112] [INFO ] [sig       ] BLKB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:44.923760] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BLKB.txt
[2025-12-18T20:17:44.923917] [INFO ] [sig       ] [464/3568] Completed BLKB in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:44.923956] [INFO ] [sig       ] [465/3568] Forecasting BLMN...
[2025-12-18T20:17:44.923988] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-18T20:17:44.924019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-18T20:17:44.935321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-18T20:17:44.935792] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-18T20:17:44.936550] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-18T20:17:44.936621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:44.936654] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:44.936680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:44.936737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:44.996828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:44.997563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:44.997660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:44.997692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:45.118976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:45.119170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:45.119216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:45.119245] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:45.123201] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=86.50%)
[2025-12-18T20:17:45.123478] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-18T20:17:45.123622] [INFO ] [sig       ] BLMN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:45.267085] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BLMN.txt
[2025-12-18T20:17:45.267241] [INFO ] [sig       ] [465/3568] Completed BLMN in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:45.267292] [INFO ] [sig       ] [466/3568] Forecasting BLND...
[2025-12-18T20:17:45.267332] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-18T20:17:45.267371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-18T20:17:45.279715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-18T20:17:45.280031] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-18T20:17:45.281066] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-18T20:17:45.281131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:45.281165] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:45.281192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:45.281249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:45.339442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:45.340301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:45.340388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:45.340421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:45.464892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:45.465064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:45.465107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:45.465137] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:45.468623] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-18T20:17:45.468932] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-18T20:17:45.469093] [INFO ] [sig       ] BLND: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:45.614037] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BLND.txt
[2025-12-18T20:17:45.614194] [INFO ] [sig       ] [466/3568] Completed BLND in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:45.614235] [INFO ] [sig       ] [467/3568] Forecasting BLRX...
[2025-12-18T20:17:45.614265] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-18T20:17:45.614295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-18T20:17:45.626029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-18T20:17:45.626434] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-18T20:17:45.627456] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-18T20:17:45.627512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:45.627545] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:45.627605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:45.627672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:45.687563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:45.688436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:45.688521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:45.688554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:45.805007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:45.805171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:45.805214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:45.805243] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:45.808552] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2025-12-18T20:17:45.808860] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-18T20:17:45.808987] [INFO ] [sig       ] BLRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:45.951996] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BLRX.txt
[2025-12-18T20:17:45.952168] [INFO ] [sig       ] [467/3568] Completed BLRX in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:45.952209] [INFO ] [sig       ] [468/3568] Forecasting BLTE...
[2025-12-18T20:17:45.952238] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-18T20:17:45.952267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-18T20:17:45.965033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-18T20:17:45.965430] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-18T20:17:45.966420] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-18T20:17:45.966474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:45.966507] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:45.966535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:45.966654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:46.026460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:46.027412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:46.027501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:46.027536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:46.145687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:46.145844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:46.145885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:46.145914] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:46.149240] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2025-12-18T20:17:46.149514] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-18T20:17:46.149654] [INFO ] [sig       ] BLTE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:46.288169] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BLTE.txt
[2025-12-18T20:17:46.288296] [INFO ] [sig       ] [468/3568] Completed BLTE in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:46.288335] [INFO ] [sig       ] [469/3568] Forecasting BLX...
[2025-12-18T20:17:46.288364] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-18T20:17:46.288394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-18T20:17:46.300395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-18T20:17:46.300704] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-18T20:17:46.301491] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-18T20:17:46.301544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:46.301634] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:46.301665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:46.301724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:46.362293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:46.363168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:46.363258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:46.363291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:46.484927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:46.485088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:46.485129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:46.485158] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:46.488467] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=52.70%)
[2025-12-18T20:17:46.488761] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-18T20:17:46.488888] [INFO ] [sig       ] BLX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:46.632986] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BLX.txt
[2025-12-18T20:17:46.633151] [INFO ] [sig       ] [469/3568] Completed BLX in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:46.633195] [INFO ] [sig       ] [470/3568] Forecasting BLZE...
[2025-12-18T20:17:46.633225] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-18T20:17:46.633254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-18T20:17:46.645308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-18T20:17:46.645631] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-18T20:17:46.646499] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-18T20:17:46.646554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:46.646627] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:46.646681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:46.646743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:46.704800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:46.705713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:46.705805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:46.705840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:46.827676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:46.827829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:46.827871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:46.827899] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:46.831205] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-12-18T20:17:46.831473] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-18T20:17:46.831612] [INFO ] [sig       ] BLZE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:46.968361] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BLZE.txt
[2025-12-18T20:17:46.968506] [INFO ] [sig       ] [470/3568] Completed BLZE in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:46.968546] [INFO ] [sig       ] [471/3568] Forecasting BMA...
[2025-12-18T20:17:46.968593] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-18T20:17:46.968626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-18T20:17:46.980185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-18T20:17:46.980485] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-18T20:17:46.981292] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-18T20:17:46.981346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:46.981380] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:46.981408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:46.981470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:47.039356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:47.040242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:47.040337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:47.040372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:47.156530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:47.156709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:47.156750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:47.156778] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:47.160077] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-18T20:17:47.160386] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-18T20:17:47.160508] [INFO ] [sig       ] BMA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:47.302635] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BMA.txt
[2025-12-18T20:17:47.302883] [INFO ] [sig       ] [471/3568] Completed BMA in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:47.302924] [INFO ] [sig       ] [472/3568] Forecasting BMBL...
[2025-12-18T20:17:47.302956] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-18T20:17:47.302986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-18T20:17:47.314644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-18T20:17:47.315018] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-18T20:17:47.316017] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-18T20:17:47.316075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:47.316111] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:47.316140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:47.316208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:47.374322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:47.375113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:47.375197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:47.375231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:47.497146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:47.497297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:47.497341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:47.497403] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:47.500891] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=18.92%)
[2025-12-18T20:17:47.501168] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-18T20:17:47.501290] [INFO ] [sig       ] BMBL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:47.641959] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BMBL.txt
[2025-12-18T20:17:47.642097] [INFO ] [sig       ] [472/3568] Completed BMBL in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:47.642137] [INFO ] [sig       ] [473/3568] Forecasting BME...
[2025-12-18T20:17:47.642167] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-18T20:17:47.642197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-18T20:17:47.653258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-18T20:17:47.653526] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-18T20:17:47.654307] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-18T20:17:47.654360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:47.654393] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:47.654420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:47.654477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:47.712783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:47.713430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:47.713509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:47.713541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:47.832859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:47.833037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:47.833080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:47.833110] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:47.836499] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-18T20:17:47.836795] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-18T20:17:47.836922] [INFO ] [sig       ] BME: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:47.978480] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BME.txt
[2025-12-18T20:17:47.978657] [INFO ] [sig       ] [473/3568] Completed BME in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:47.978697] [INFO ] [sig       ] [474/3568] Forecasting BMEZ...
[2025-12-18T20:17:47.978729] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-18T20:17:47.978758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-18T20:17:47.990675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-18T20:17:47.991074] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-18T20:17:47.991999] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-18T20:17:47.992054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:47.992086] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:47.992114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:47.992171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:48.053282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:48.054172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:48.054254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:48.054287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:48.173459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:48.173636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:48.173680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:48.173708] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:48.177048] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-18T20:17:48.177335] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-18T20:17:48.177460] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:48.317793] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BMEZ.txt
[2025-12-18T20:17:48.317947] [INFO ] [sig       ] [474/3568] Completed BMEZ in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:48.317988] [INFO ] [sig       ] [475/3568] Forecasting BMI...
[2025-12-18T20:17:48.318016] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-18T20:17:48.318047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-18T20:17:48.329959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-18T20:17:48.330282] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-18T20:17:48.331070] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-18T20:17:48.331121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:48.331153] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:48.331179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:48.331235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:48.386567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:48.387288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:48.387366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:48.387398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:48.507962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:48.508122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:48.508165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:48.508196] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:48.511786] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=24.53%)
[2025-12-18T20:17:48.512072] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-18T20:17:48.512198] [INFO ] [sig       ] BMI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:48.654520] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BMI.txt
[2025-12-18T20:17:48.654670] [INFO ] [sig       ] [475/3568] Completed BMI in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:48.654710] [INFO ] [sig       ] [476/3568] Forecasting BMO...
[2025-12-18T20:17:48.654739] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-18T20:17:48.654769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-18T20:17:48.666230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-18T20:17:48.666519] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-18T20:17:48.667293] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-18T20:17:48.667344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:48.667376] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:48.667403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:48.667459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:48.725044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:48.725730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:48.725810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:48.726036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:48.851642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:48.851803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:48.851846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:48.851875] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:48.855277] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-18T20:17:48.855546] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-18T20:17:48.855699] [INFO ] [sig       ] BMO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:48.993035] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BMO.txt
[2025-12-18T20:17:48.993184] [INFO ] [sig       ] [476/3568] Completed BMO in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:48.993232] [INFO ] [sig       ] [477/3568] Forecasting BMRA...
[2025-12-18T20:17:48.993264] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-18T20:17:48.993294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-18T20:17:49.004174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-18T20:17:49.004586] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-18T20:17:49.005339] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-18T20:17:49.005391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:49.005434] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:49.005462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:49.005521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:49.060408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:49.061204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:49.061286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:49.061318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:49.174631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:49.174771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:49.174812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:49.174840] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:49.178079] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2025-12-18T20:17:49.178349] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-18T20:17:49.178470] [INFO ] [sig       ] BMRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:49.315008] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BMRA.txt
[2025-12-18T20:17:49.315154] [INFO ] [sig       ] [477/3568] Completed BMRA in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:49.315195] [INFO ] [sig       ] [478/3568] Forecasting BMRC...
[2025-12-18T20:17:49.315226] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-18T20:17:49.315257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-18T20:17:49.326781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-18T20:17:49.327071] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-18T20:17:49.327850] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-18T20:17:49.327904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:49.327936] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:49.327964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:49.328022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:49.386543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:49.387310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:49.387406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:49.387443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:49.520271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:49.520431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:49.520475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:49.520505] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:49.523874] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-12-18T20:17:49.524150] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-18T20:17:49.524273] [INFO ] [sig       ] BMRC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:49.661636] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BMRC.txt
[2025-12-18T20:17:49.661745] [INFO ] [sig       ] [478/3568] Completed BMRC in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-18T20:17:49.661783] [INFO ] [sig       ] [479/3568] Forecasting BMRN...
[2025-12-18T20:17:49.661811] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-18T20:17:49.661840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-18T20:17:49.672864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-18T20:17:49.673132] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-18T20:17:49.673923] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-18T20:17:49.673974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:49.674005] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:49.674032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:49.674088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:49.728992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:49.729628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:49.729728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:49.729762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:49.841663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:49.841772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:49.841810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:49.841837] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:49.844932] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-12-18T20:17:49.845196] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-18T20:17:49.845313] [INFO ] [sig       ] BMRN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:49.981840] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BMRN.txt
[2025-12-18T20:17:49.981953] [INFO ] [sig       ] [479/3568] Completed BMRN in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:49.981990] [INFO ] [sig       ] [480/3568] Forecasting BMY...
[2025-12-18T20:17:49.982020] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-18T20:17:49.982050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-18T20:17:49.993619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-18T20:17:49.993885] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-18T20:17:49.994641] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-18T20:17:49.994692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:49.994723] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:49.994750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:49.994807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:50.052026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:50.052732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:50.052812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:50.052846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:50.172116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:50.172256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:50.172297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:50.172326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:50.175565] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-12-18T20:17:50.175850] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-18T20:17:50.175971] [INFO ] [sig       ] BMY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:50.318707] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BMY.txt
[2025-12-18T20:17:50.318874] [INFO ] [sig       ] [480/3568] Completed BMY in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:50.318930] [INFO ] [sig       ] [481/3568] Forecasting BN...
[2025-12-18T20:17:50.318963] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-18T20:17:50.318993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-18T20:17:50.330986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-18T20:17:50.331259] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-18T20:17:50.332137] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-18T20:17:50.332189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:50.332221] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:50.332247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:50.332304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:50.388306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:50.388958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:50.389060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:50.389094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:50.508032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:50.508185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:50.508226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:50.508254] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:50.511533] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=56.25%)
[2025-12-18T20:17:50.511824] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-18T20:17:50.511945] [INFO ] [sig       ] BN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:50.650938] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BN.txt
[2025-12-18T20:17:50.651109] [INFO ] [sig       ] [481/3568] Completed BN in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:50.651151] [INFO ] [sig       ] [482/3568] Forecasting BND...
[2025-12-18T20:17:50.651183] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-18T20:17:50.651214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-18T20:17:50.663033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-18T20:17:50.663325] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-18T20:17:50.664153] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-18T20:17:50.664206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:50.664239] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:50.664269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:50.664325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:50.722923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:50.723800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:50.723885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:50.723918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:50.849501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:50.849676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:50.849720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:50.849749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:50.853050] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-18T20:17:50.853322] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-18T20:17:50.853445] [INFO ] [sig       ] BND: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:50.990314] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BND.txt
[2025-12-18T20:17:50.990497] [INFO ] [sig       ] [482/3568] Completed BND in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:50.990541] [INFO ] [sig       ] [483/3568] Forecasting BNDX...
[2025-12-18T20:17:50.990590] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-18T20:17:50.990646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-18T20:17:51.002288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-18T20:17:51.002649] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-18T20:17:51.003454] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-18T20:17:51.003508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:51.003543] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:51.003590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:51.003663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:51.060763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:51.061437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:51.061518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:51.061550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:51.181616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:51.181774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:51.181817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:51.181845] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:51.185126] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=56.89%)
[2025-12-18T20:17:51.185396] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-18T20:17:51.185519] [INFO ] [sig       ] BNDX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:51.322966] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BNDX.txt
[2025-12-18T20:17:51.323091] [INFO ] [sig       ] [483/3568] Completed BNDX in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:51.323129] [INFO ] [sig       ] [484/3568] Forecasting BNED...
[2025-12-18T20:17:51.323158] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-18T20:17:51.323190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-18T20:17:51.334857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-18T20:17:51.335155] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-18T20:17:51.335988] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-18T20:17:51.336041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:51.336074] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:51.336102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:51.336159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:51.392462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:51.393316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:51.393399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:51.393431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:51.509106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:51.509270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:51.509312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:51.509356] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:51.512685] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=68.24%)
[2025-12-18T20:17:51.512962] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-18T20:17:51.513089] [INFO ] [sig       ] BNED: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:51.649873] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BNED.txt
[2025-12-18T20:17:51.650006] [INFO ] [sig       ] [484/3568] Completed BNED in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:51.650043] [INFO ] [sig       ] [485/3568] Forecasting BNGO...
[2025-12-18T20:17:51.650072] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-18T20:17:51.650102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-18T20:17:51.660756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-18T20:17:51.661046] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-18T20:17:51.661885] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-18T20:17:51.661938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:51.661971] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:51.661999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:51.662057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:51.718269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:51.718990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:51.719093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:51.719126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:51.837948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:51.838138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:51.838193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:51.838226] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:51.841754] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-18T20:17:51.842062] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-18T20:17:51.842202] [INFO ] [sig       ] BNGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:51.981220] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BNGO.txt
[2025-12-18T20:17:51.981374] [INFO ] [sig       ] [485/3568] Completed BNGO in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:51.981413] [INFO ] [sig       ] [486/3568] Forecasting BNH...
[2025-12-18T20:17:51.981442] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-18T20:17:51.981474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-18T20:17:51.993055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-18T20:17:51.993462] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-18T20:17:51.994345] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-18T20:17:51.994401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:51.994463] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:51.994493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:51.994553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:52.053070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:52.053963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:52.054050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:52.054101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:52.169244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:52.169407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:52.169450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:52.169482] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:52.173042] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2025-12-18T20:17:52.173339] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-18T20:17:52.173475] [INFO ] [sig       ] BNH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:52.315794] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BNH.txt
[2025-12-18T20:17:52.315953] [INFO ] [sig       ] [486/3568] Completed BNH in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:52.315994] [INFO ] [sig       ] [487/3568] Forecasting BNJ...
[2025-12-18T20:17:52.316026] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-18T20:17:52.316058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-18T20:17:52.328219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-18T20:17:52.328628] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-18T20:17:52.329440] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-18T20:17:52.329493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:52.329525] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:52.329552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:52.329626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:52.389626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:52.390490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:52.390592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:52.390634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:52.504039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:52.504194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:52.504236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:52.504265] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:52.507561] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-12-18T20:17:52.507847] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-18T20:17:52.507967] [INFO ] [sig       ] BNJ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:52.650307] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BNJ.txt
[2025-12-18T20:17:52.650462] [INFO ] [sig       ] [487/3568] Completed BNJ in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:52.650500] [INFO ] [sig       ] [488/3568] Forecasting BNL...
[2025-12-18T20:17:52.650531] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-18T20:17:52.650564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-18T20:17:52.662004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-18T20:17:52.662384] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-18T20:17:52.663200] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-18T20:17:52.663255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:52.663292] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:52.663319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:52.663389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:52.727738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:52.728832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:52.728935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:52.728986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:52.857582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:52.857737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:52.857783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:52.857812] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:52.861316] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-18T20:17:52.861666] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-18T20:17:52.861808] [INFO ] [sig       ] BNL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:52.998813] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BNL.txt
[2025-12-18T20:17:52.998963] [INFO ] [sig       ] [488/3568] Completed BNL in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:52.999003] [INFO ] [sig       ] [489/3568] Forecasting BNS...
[2025-12-18T20:17:52.999032] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-18T20:17:52.999096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-18T20:17:53.011092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-18T20:17:53.011467] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-18T20:17:53.012277] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-18T20:17:53.012338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:53.012392] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:53.012423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:53.012481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:53.068538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:53.069291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:53.069375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:53.069410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:53.190068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:53.190224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:53.190267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:53.190297] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:53.193745] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-18T20:17:53.194026] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-18T20:17:53.194154] [INFO ] [sig       ] BNS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:53.336231] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BNS.txt
[2025-12-18T20:17:53.336420] [INFO ] [sig       ] [489/3568] Completed BNS in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:53.336468] [INFO ] [sig       ] [490/3568] Forecasting BNTC...
[2025-12-18T20:17:53.336501] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-18T20:17:53.336538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-18T20:17:53.348216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-18T20:17:53.348492] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-18T20:17:53.349488] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-18T20:17:53.349554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:53.349623] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:53.349653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:53.349711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:53.408993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:53.409850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:53.409949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:53.409984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:53.530003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:53.530163] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:17:53.530205] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:53.530233] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:53.533598] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=86.27%)
[2025-12-18T20:17:53.533882] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-18T20:17:53.534007] [INFO ] [sig       ] BNTC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:53.670073] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BNTC.txt
[2025-12-18T20:17:53.670203] [INFO ] [sig       ] [490/3568] Completed BNTC in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:53.670241] [INFO ] [sig       ] [491/3568] Forecasting BNTX...
[2025-12-18T20:17:53.670271] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-18T20:17:53.670301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-18T20:17:53.681655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-18T20:17:53.681941] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-18T20:17:53.682726] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-18T20:17:53.682776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:53.682808] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:53.682834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:53.682891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:53.738586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:53.739435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:53.739518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:53.739551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:53.857704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:53.857838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:53.857879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:53.857909] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:53.861201] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2025-12-18T20:17:53.861481] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-18T20:17:53.861626] [INFO ] [sig       ] BNTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:53.998456] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BNTX.txt
[2025-12-18T20:17:53.998604] [INFO ] [sig       ] [491/3568] Completed BNTX in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:53.998644] [INFO ] [sig       ] [492/3568] Forecasting BNY...
[2025-12-18T20:17:53.998674] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-18T20:17:53.998703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-18T20:17:54.009326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-18T20:17:54.009632] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-18T20:17:54.010379] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-18T20:17:54.010430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:54.010462] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:54.010490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:54.010547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:54.065674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:54.066256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:54.066337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:54.066370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:54.183057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:54.183156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:54.183192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:54.183220] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:54.186272] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-18T20:17:54.186533] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-18T20:17:54.186671] [INFO ] [sig       ] BNY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:54.323996] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BNY.txt
[2025-12-18T20:17:54.324099] [INFO ] [sig       ] [492/3568] Completed BNY in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:54.324138] [INFO ] [sig       ] [493/3568] Forecasting BNZI...
[2025-12-18T20:17:54.324167] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-18T20:17:54.324197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-18T20:17:54.335144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-18T20:17:54.335395] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-18T20:17:54.336156] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-18T20:17:54.336207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:54.336238] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:54.336265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:54.336321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:54.392017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:54.392621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:54.392702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:54.392733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:54.504149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:54.504244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:54.504279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:54.504306] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:54.507308] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=31.02%)
[2025-12-18T20:17:54.507584] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-18T20:17:54.507707] [INFO ] [sig       ] BNZI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:54.644551] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BNZI.txt
[2025-12-18T20:17:54.644682] [INFO ] [sig       ] [493/3568] Completed BNZI in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-18T20:17:54.644721] [INFO ] [sig       ] [494/3568] Forecasting BOC...
[2025-12-18T20:17:54.644750] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-18T20:17:54.644780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-18T20:17:54.656543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-18T20:17:54.656821] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-18T20:17:54.657554] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-18T20:17:54.657626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:54.657658] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:54.657684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:54.657744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:54.713093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:54.713702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:54.713778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:54.713809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:54.835659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:54.835796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:54.835842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:54.835872] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:54.839124] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-18T20:17:54.839389] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-18T20:17:54.839518] [INFO ] [sig       ] BOC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:54.975508] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BOC.txt
[2025-12-18T20:17:54.975628] [INFO ] [sig       ] [494/3568] Completed BOC in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-18T20:17:54.975668] [INFO ] [sig       ] [495/3568] Forecasting BOE...
[2025-12-18T20:17:54.975697] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-18T20:17:54.975727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-18T20:17:54.986956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-18T20:17:54.987211] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-18T20:17:54.987962] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-18T20:17:54.988014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:54.988045] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:54.988072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:54.988128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:55.043209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:55.043844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:55.043922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:55.043958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:55.162250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:55.162410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:55.162452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:55.162479] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:55.165765] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-18T20:17:55.166051] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-18T20:17:55.166172] [INFO ] [sig       ] BOE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:55.303154] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BOE.txt
[2025-12-18T20:17:55.303260] [INFO ] [sig       ] [495/3568] Completed BOE in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-18T20:17:55.303298] [INFO ] [sig       ] [496/3568] Forecasting BOF...
[2025-12-18T20:17:55.303326] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-18T20:17:55.303356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-18T20:17:55.314419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-18T20:17:55.314702] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-18T20:17:55.315443] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-18T20:17:55.315493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:55.315525] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:55.315552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:55.315627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:55.370730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:55.371323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:55.371426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:55.371459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:55.494400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:55.494517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:55.494556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:55.494603] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:55.497725] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-18T20:17:55.497990] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-18T20:17:55.498110] [INFO ] [sig       ] BOF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:55.634528] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BOF.txt
[2025-12-18T20:17:55.634669] [INFO ] [sig       ] [496/3568] Completed BOF in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-18T20:17:55.634710] [INFO ] [sig       ] [497/3568] Forecasting BOH...
[2025-12-18T20:17:55.634742] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-18T20:17:55.634771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-18T20:17:55.645510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-18T20:17:55.645819] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-18T20:17:55.646590] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-18T20:17:55.646641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:55.646673] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:55.646704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:55.646761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:55.701909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:55.702541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:55.702639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:55.702673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:55.824002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:55.824150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:55.824207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:55.824238] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:55.827553] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-12-18T20:17:55.827851] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-18T20:17:55.827974] [INFO ] [sig       ] BOH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:55.964982] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BOH.txt
[2025-12-18T20:17:55.965103] [INFO ] [sig       ] [497/3568] Completed BOH in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:55.965142] [INFO ] [sig       ] [498/3568] Forecasting BOKF...
[2025-12-18T20:17:55.965170] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-18T20:17:55.965201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-18T20:17:55.976611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-18T20:17:55.976879] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-18T20:17:55.977652] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-18T20:17:55.977706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:55.977738] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:55.977764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:55.977820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:56.033394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:56.034117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:56.034194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:56.034227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:56.151024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:56.151181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:56.151222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:56.151251] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:56.154627] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-18T20:17:56.154929] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-18T20:17:56.155058] [INFO ] [sig       ] BOKF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:56.295811] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BOKF.txt
[2025-12-18T20:17:56.295969] [INFO ] [sig       ] [498/3568] Completed BOKF in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:56.296008] [INFO ] [sig       ] [499/3568] Forecasting BOLD...
[2025-12-18T20:17:56.296038] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-18T20:17:56.296069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-18T20:17:56.307375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-18T20:17:56.307710] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-18T20:17:56.308484] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-18T20:17:56.308535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:56.308585] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:56.308616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:56.308682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:56.364410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:56.365051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:56.365131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:56.365163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:56.478581] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:56.478727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:56.478769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:56.478798] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:56.482095] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-18T20:17:56.482364] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-18T20:17:56.482487] [INFO ] [sig       ] BOLD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:56.619616] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BOLD.txt
[2025-12-18T20:17:56.619769] [INFO ] [sig       ] [499/3568] Completed BOLD in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:56.619808] [INFO ] [sig       ] [500/3568] Forecasting BOND...
[2025-12-18T20:17:56.619837] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-18T20:17:56.619868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-18T20:17:56.630973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-18T20:17:56.631276] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-18T20:17:56.632045] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-18T20:17:56.632108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:56.632141] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:56.632167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:56.632224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:56.687920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:56.688525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:56.688618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:56.688652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:56.811927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:56.812082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:56.812125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:56.812154] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:56.815445] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=20.77%)
[2025-12-18T20:17:56.815730] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-18T20:17:56.815855] [INFO ] [sig       ] BOND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:56.956248] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BOND.txt
[2025-12-18T20:17:56.956383] [INFO ] [sig       ] [500/3568] Completed BOND in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:56.956423] [INFO ] [sig       ] [501/3568] Forecasting BOOM...
[2025-12-18T20:17:56.956452] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-18T20:17:56.956483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-18T20:17:56.967339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-18T20:17:56.967608] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-18T20:17:56.968353] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-18T20:17:56.968404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:56.968446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:56.968475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:56.968531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:57.024305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:57.024969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:57.025046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:57.025078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:57.143929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:57.144068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:57.144108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:57.144136] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:57.147380] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=60.61%)
[2025-12-18T20:17:57.147669] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-18T20:17:57.147793] [INFO ] [sig       ] BOOM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:57.285217] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BOOM.txt
[2025-12-18T20:17:57.285372] [INFO ] [sig       ] [501/3568] Completed BOOM in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:57.285411] [INFO ] [sig       ] [502/3568] Forecasting BOTZ...
[2025-12-18T20:17:57.285442] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-18T20:17:57.285473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-18T20:17:57.296786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-18T20:17:57.297138] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-18T20:17:57.297949] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-18T20:17:57.298000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:57.298033] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:57.298059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:57.298116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:57.354053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:57.354909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:57.354994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:57.355025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:57.472123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:57.472280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:57.472322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:57.472350] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:57.475627] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=42.14%)
[2025-12-18T20:17:57.475896] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-18T20:17:57.476014] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:57.619807] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BOTZ.txt
[2025-12-18T20:17:57.619969] [INFO ] [sig       ] [502/3568] Completed BOTZ in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:57.620018] [INFO ] [sig       ] [503/3568] Forecasting BOX...
[2025-12-18T20:17:57.620063] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-18T20:17:57.620112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-18T20:17:57.632844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-18T20:17:57.633418] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-18T20:17:57.634467] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-18T20:17:57.634522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:57.634610] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:57.634651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:57.634734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:57.690952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:57.691879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:57.691968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:57.692000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:57.811543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:57.811723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:57.811766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:57.811795] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:57.815169] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-18T20:17:57.815450] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-18T20:17:57.815608] [INFO ] [sig       ] BOX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:57.957285] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BOX.txt
[2025-12-18T20:17:57.957438] [INFO ] [sig       ] [503/3568] Completed BOX in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:57.957478] [INFO ] [sig       ] [504/3568] Forecasting BP...
[2025-12-18T20:17:57.957507] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-18T20:17:57.957543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-18T20:17:57.968956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-18T20:17:57.969292] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-18T20:17:57.970103] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-18T20:17:57.970156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:57.970189] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:57.970217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:57.970275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:58.027175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:58.028015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:58.028096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:58.028128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:58.146317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:58.146475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:58.146520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:58.146550] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:58.149970] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-18T20:17:58.150260] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-18T20:17:58.150390] [INFO ] [sig       ] BP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:58.289199] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BP.txt
[2025-12-18T20:17:58.289364] [INFO ] [sig       ] [504/3568] Completed BP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:58.289408] [INFO ] [sig       ] [505/3568] Forecasting BPOP...
[2025-12-18T20:17:58.289439] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-18T20:17:58.289470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-18T20:17:58.301371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-18T20:17:58.301760] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-18T20:17:58.302555] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-18T20:17:58.302624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:58.302656] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:58.302681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:58.302738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:58.359676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:58.360464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:58.360546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:58.360598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:58.477138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:58.477291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:58.477333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:58.477361] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:58.480686] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-18T20:17:58.480958] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-18T20:17:58.481078] [INFO ] [sig       ] BPOP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:58.621350] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BPOP.txt
[2025-12-18T20:17:58.621486] [INFO ] [sig       ] [505/3568] Completed BPOP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:58.621527] [INFO ] [sig       ] [506/3568] Forecasting BPRN...
[2025-12-18T20:17:58.621559] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-18T20:17:58.621618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-18T20:17:58.631669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-18T20:17:58.631916] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-18T20:17:58.632682] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-18T20:17:58.632733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:58.632764] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:58.632791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:58.632846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:58.688291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:58.688914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:58.688991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:58.689023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:58.792683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:58.792844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:58.792887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:58.792947] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:58.796248] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=18.70%)
[2025-12-18T20:17:58.796519] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-18T20:17:58.796676] [INFO ] [sig       ] BPRN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:58.936724] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BPRN.txt
[2025-12-18T20:17:58.936854] [INFO ] [sig       ] [506/3568] Completed BPRN in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:58.936894] [INFO ] [sig       ] [507/3568] Forecasting BPYPM...
[2025-12-18T20:17:58.936924] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-18T20:17:58.936954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-18T20:17:58.948701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-18T20:17:58.949174] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-18T20:17:58.950139] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-18T20:17:58.950200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:58.950233] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:58.950260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:58.950317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:59.007603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:59.008562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:59.008687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:59.008721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:59.119332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:59.119490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:59.119532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:59.119562] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:59.122949] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-18T20:17:59.123230] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-18T20:17:59.123358] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:59.270597] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BPYPM.txt
[2025-12-18T20:17:59.270755] [INFO ] [sig       ] [507/3568] Completed BPYPM in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-18T20:17:59.270796] [INFO ] [sig       ] [508/3568] Forecasting BPYPO...
[2025-12-18T20:17:59.270826] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-18T20:17:59.270860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-18T20:17:59.281709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-18T20:17:59.282007] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-18T20:17:59.282788] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-18T20:17:59.282840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:59.282871] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:59.282898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:59.282955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:59.339559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:59.340199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:59.340276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:59.340309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:59.439695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:59.439827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:59.439881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:59.439911] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:59.443266] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-18T20:17:59.443532] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-18T20:17:59.443673] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:17:59.584597] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BPYPO.txt
[2025-12-18T20:17:59.584724] [INFO ] [sig       ] [508/3568] Completed BPYPO in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-18T20:17:59.584763] [INFO ] [sig       ] [509/3568] Forecasting BPYPP...
[2025-12-18T20:17:59.584791] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-18T20:17:59.584823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-18T20:17:59.595639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-18T20:17:59.595944] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-18T20:17:59.596712] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-18T20:17:59.596763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:59.596796] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:59.596825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:59.596880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:59.653199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:59.653816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:59.653894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:59.653926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:17:59.761434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:17:59.761614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:17:59.761660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:17:59.761689] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:17:59.765000] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=66.78%)
[2025-12-18T20:17:59.765284] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-18T20:17:59.765418] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:17:59.903257] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BPYPP.txt
[2025-12-18T20:17:59.903384] [INFO ] [sig       ] [509/3568] Completed BPYPP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-18T20:17:59.903422] [INFO ] [sig       ] [510/3568] Forecasting BRAG...
[2025-12-18T20:17:59.903453] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-18T20:17:59.903483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-18T20:17:59.913999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-18T20:17:59.914304] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-18T20:17:59.915084] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-18T20:17:59.915135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:17:59.915167] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:17:59.915193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:17:59.915250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:17:59.971426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:17:59.972089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:17:59.972184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:17:59.972218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:00.094819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:00.094983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:00.095026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:00.095054] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:00.098553] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=45.66%)
[2025-12-18T20:18:00.098854] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-18T20:18:00.098990] [INFO ] [sig       ] BRAG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:00.240712] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BRAG.txt
[2025-12-18T20:18:00.240850] [INFO ] [sig       ] [510/3568] Completed BRAG in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-18T20:18:00.240893] [INFO ] [sig       ] [511/3568] Forecasting BRC...
[2025-12-18T20:18:00.240926] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-18T20:18:00.240957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-18T20:18:00.254850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-18T20:18:00.255251] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-18T20:18:00.256112] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-18T20:18:00.256172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:00.256204] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:00.256231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:00.256292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:00.314900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:00.315778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:00.315868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:00.315902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:00.436035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:00.436179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:00.436222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:00.436251] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:00.439805] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-12-18T20:18:00.440100] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-18T20:18:00.440234] [INFO ] [sig       ] BRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:00.583160] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BRC.txt
[2025-12-18T20:18:00.583313] [INFO ] [sig       ] [511/3568] Completed BRC in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-18T20:18:00.583354] [INFO ] [sig       ] [512/3568] Forecasting BRCC...
[2025-12-18T20:18:00.583384] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-18T20:18:00.583414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-18T20:18:00.595492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-18T20:18:00.595889] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-18T20:18:00.596686] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-18T20:18:00.596738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:00.596780] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:00.596808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:00.596864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:00.652204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:00.652950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:00.653031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:00.653063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:00.774084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:00.774245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:00.774288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:00.774316] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:00.777634] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2025-12-18T20:18:00.777905] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-18T20:18:00.778036] [INFO ] [sig       ] BRCC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:00.914041] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BRCC.txt
[2025-12-18T20:18:00.914180] [INFO ] [sig       ] [512/3568] Completed BRCC in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-18T20:18:00.914221] [INFO ] [sig       ] [513/3568] Forecasting BRO...
[2025-12-18T20:18:00.914250] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-18T20:18:00.914281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-18T20:18:00.925547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-18T20:18:00.925908] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-18T20:18:00.926701] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-18T20:18:00.926751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:00.926782] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:00.926810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:00.926867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:00.985367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:00.986191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:00.986311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:00.986346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:01.106074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:01.106239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:01.106281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:01.106310] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:01.109692] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=56.80%)
[2025-12-18T20:18:01.109969] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-18T20:18:01.110093] [INFO ] [sig       ] BRO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:01.246366] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BRO.txt
[2025-12-18T20:18:01.246513] [INFO ] [sig       ] [513/3568] Completed BRO in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-18T20:18:01.246552] [INFO ] [sig       ] [514/3568] Forecasting BROS...
[2025-12-18T20:18:01.246602] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-18T20:18:01.246634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-18T20:18:01.257906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-18T20:18:01.258225] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-18T20:18:01.259020] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-18T20:18:01.259091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:01.259124] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:01.259150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:01.259220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:01.314539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:01.315175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:01.315251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:01.315283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:01.432907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:01.433069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:01.433110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:01.433139] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:01.436591] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-18T20:18:01.436862] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-18T20:18:01.436983] [INFO ] [sig       ] BROS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:01.573941] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BROS.txt
[2025-12-18T20:18:01.574063] [INFO ] [sig       ] [514/3568] Completed BROS in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-18T20:18:01.574101] [INFO ] [sig       ] [515/3568] Forecasting BRSP...
[2025-12-18T20:18:01.574131] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-18T20:18:01.574160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-18T20:18:01.585331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-18T20:18:01.585616] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-18T20:18:01.586352] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-18T20:18:01.586403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:01.586434] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:01.586461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:01.586517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:01.641952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:01.642542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:01.642635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:01.642668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:01.764200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:01.764500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:01.764551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:01.764597] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:01.768161] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-12-18T20:18:01.768454] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-18T20:18:01.768600] [INFO ] [sig       ] BRSP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:01.905791] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BRSP.txt
[2025-12-18T20:18:01.905960] [INFO ] [sig       ] [515/3568] Completed BRSP in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-18T20:18:01.906000] [INFO ] [sig       ] [516/3568] Forecasting BRX...
[2025-12-18T20:18:01.906043] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-18T20:18:01.906074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-18T20:18:01.918197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-18T20:18:01.918555] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-18T20:18:01.919379] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-18T20:18:01.919430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:01.919462] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:01.919488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:01.919544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:01.976013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:01.976913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:01.976994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:01.977026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:02.099860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:02.100033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:02.100076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:02.100108] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:02.104143] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-12-18T20:18:02.104434] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-18T20:18:02.104589] [INFO ] [sig       ] BRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:02.246046] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BRX.txt
[2025-12-18T20:18:02.246225] [INFO ] [sig       ] [516/3568] Completed BRX in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-18T20:18:02.246265] [INFO ] [sig       ] [517/3568] Forecasting BRZE...
[2025-12-18T20:18:02.246295] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-18T20:18:02.246326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-18T20:18:02.256795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-18T20:18:02.257113] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-18T20:18:02.257884] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-18T20:18:02.257938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:02.257969] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:02.257995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:02.258052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:02.314954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:02.315848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:02.315931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:02.315963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:02.445724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:02.446025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:02.446070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:02.446100] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:02.449809] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-18T20:18:02.450189] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-18T20:18:02.450353] [INFO ] [sig       ] BRZE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:02.593543] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BRZE.txt
[2025-12-18T20:18:02.593718] [INFO ] [sig       ] [517/3568] Completed BRZE in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-18T20:18:02.593758] [INFO ] [sig       ] [518/3568] Forecasting BSAC...
[2025-12-18T20:18:02.593789] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-18T20:18:02.593823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-18T20:18:02.606065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-18T20:18:02.606438] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-18T20:18:02.607263] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-18T20:18:02.607316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:02.607349] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:02.607378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:02.607436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:02.666306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:02.667333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:02.667417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:02.667449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:02.790415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:02.790591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:02.790638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:02.790669] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:02.794985] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-12-18T20:18:02.795393] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-18T20:18:02.795546] [INFO ] [sig       ] BSAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:02.935673] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BSAC.txt
[2025-12-18T20:18:02.935829] [INFO ] [sig       ] [518/3568] Completed BSAC in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-18T20:18:02.935869] [INFO ] [sig       ] [519/3568] Forecasting BSCQ...
[2025-12-18T20:18:02.935919] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-18T20:18:02.935952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-18T20:18:02.948188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-18T20:18:02.948563] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-18T20:18:02.949422] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-18T20:18:02.949475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:02.949509] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:02.949537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:02.949622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:03.006843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:03.007727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:03.007811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:03.007843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:03.124913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:03.125098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:03.125141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:03.125189] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:03.128750] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-18T20:18:03.129055] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-18T20:18:03.129197] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:03.270190] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BSCQ.txt
[2025-12-18T20:18:03.270339] [INFO ] [sig       ] [519/3568] Completed BSCQ in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-18T20:18:03.270377] [INFO ] [sig       ] [520/3568] Forecasting BSCS...
[2025-12-18T20:18:03.270408] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-18T20:18:03.270439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-18T20:18:03.281046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-18T20:18:03.281399] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-18T20:18:03.282199] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-18T20:18:03.282251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:03.282311] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:03.282340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:03.282397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:03.341541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:03.342619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:03.342707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:03.342739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:03.470389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:03.470551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:03.470611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:03.470642] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:03.474359] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: DOWN (p=13.74%)
[2025-12-18T20:18:03.474696] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-18T20:18:03.474830] [INFO ] [sig       ] BSCS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:03.612621] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSCS.txt
[2025-12-18T20:18:03.612753] [INFO ] [sig       ] [520/3568] Completed BSCS in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-18T20:18:03.612793] [INFO ] [sig       ] [521/3568] Forecasting BSCX...
[2025-12-18T20:18:03.612821] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-18T20:18:03.612851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-18T20:18:03.623789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-18T20:18:03.624053] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-18T20:18:03.624822] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-18T20:18:03.624876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:03.624910] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:03.624937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:03.624993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:03.681434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:03.682224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:03.682308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:03.682357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:03.805867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:03.806049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:03.806270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:03.806298] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:03.809757] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-12-18T20:18:03.810047] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-18T20:18:03.810170] [INFO ] [sig       ] BSCX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:03.948848] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSCX.txt
[2025-12-18T20:18:03.948975] [INFO ] [sig       ] [521/3568] Completed BSCX in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-18T20:18:03.949014] [INFO ] [sig       ] [522/3568] Forecasting BSCY...
[2025-12-18T20:18:03.949062] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-18T20:18:03.949097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-18T20:18:03.960593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-18T20:18:03.960900] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-18T20:18:03.961668] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-18T20:18:03.961719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:03.961752] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:03.961778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:03.961839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:04.018307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:04.018937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:04.019017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:04.019059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:04.139100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:04.139255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:04.139296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:04.139324] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:04.142699] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=12.64%)
[2025-12-18T20:18:04.142973] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-18T20:18:04.143101] [INFO ] [sig       ] BSCY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:04.283839] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSCY.txt
[2025-12-18T20:18:04.283981] [INFO ] [sig       ] [522/3568] Completed BSCY in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-18T20:18:04.284021] [INFO ] [sig       ] [523/3568] Forecasting BSJQ...
[2025-12-18T20:18:04.284051] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-18T20:18:04.284082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-18T20:18:04.295351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-18T20:18:04.295675] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-18T20:18:04.296476] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-18T20:18:04.296534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:04.296592] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:04.296624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:04.296718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:04.353770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:04.354416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:04.354497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:04.354531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:04.476798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:04.476949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:04.476990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:04.477050] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:04.483771] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2025-12-18T20:18:04.484079] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-18T20:18:04.484211] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:04.674976] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSJQ.txt
[2025-12-18T20:18:04.675108] [INFO ] [sig       ] [523/3568] Completed BSJQ in 0.4s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-18T20:18:04.675146] [INFO ] [sig       ] [524/3568] Forecasting BSJS...
[2025-12-18T20:18:04.675176] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-18T20:18:04.675206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-18T20:18:04.691107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-18T20:18:04.691710] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-18T20:18:04.692694] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-18T20:18:04.692762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:04.692811] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:04.692852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:04.692938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:04.774850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:04.776023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:04.776130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:04.776165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:04.907596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:04.907832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:04.907881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:04.907913] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:04.911988] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-12-18T20:18:04.912338] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-18T20:18:04.912500] [INFO ] [sig       ] BSJS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:05.071728] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BSJS.txt
[2025-12-18T20:18:05.071901] [INFO ] [sig       ] [524/3568] Completed BSJS in 0.4s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-18T20:18:05.071941] [INFO ] [sig       ] [525/3568] Forecasting BSL...
[2025-12-18T20:18:05.071971] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-18T20:18:05.072002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-18T20:18:05.083250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-18T20:18:05.083674] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-18T20:18:05.084467] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-18T20:18:05.084520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:05.084553] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:05.084611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:05.084681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:05.141648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:05.142505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:05.142606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:05.142642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:05.262980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:05.263147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:05.263191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:05.263222] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:05.266675] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-18T20:18:05.266965] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-18T20:18:05.267095] [INFO ] [sig       ] BSL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:05.409013] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSL.txt
[2025-12-18T20:18:05.409195] [INFO ] [sig       ] [525/3568] Completed BSL in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-18T20:18:05.409238] [INFO ] [sig       ] [526/3568] Forecasting BSLK...
[2025-12-18T20:18:05.409267] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-18T20:18:05.409298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-18T20:18:05.420085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-18T20:18:05.420511] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-18T20:18:05.421408] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-18T20:18:05.421465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:05.421498] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:05.421527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:05.421603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:05.479856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:05.480927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:05.481047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:05.481094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:05.595364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:05.595541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:05.595604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:05.595635] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:05.598982] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-18T20:18:05.599319] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-18T20:18:05.599454] [INFO ] [sig       ] BSLK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:05.738597] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BSLK.txt
[2025-12-18T20:18:05.738741] [INFO ] [sig       ] [526/3568] Completed BSLK in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-18T20:18:05.738780] [INFO ] [sig       ] [527/3568] Forecasting BSM...
[2025-12-18T20:18:05.738811] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-18T20:18:05.738841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-18T20:18:05.755152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-18T20:18:05.755828] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-18T20:18:05.756875] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-18T20:18:05.756967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:05.757003] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:05.757030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:05.757091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:05.818377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:05.819719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:05.819828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:05.819864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:05.947320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:05.947557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:05.947630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:05.947660] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:05.951722] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-18T20:18:05.952126] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-18T20:18:05.952284] [INFO ] [sig       ] BSM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:06.094370] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSM.txt
[2025-12-18T20:18:06.094523] [INFO ] [sig       ] [527/3568] Completed BSM in 0.4s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-18T20:18:06.094565] [INFO ] [sig       ] [528/3568] Forecasting BSMQ...
[2025-12-18T20:18:06.094615] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-18T20:18:06.094646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-18T20:18:06.104977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-18T20:18:06.105385] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-18T20:18:06.106186] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-18T20:18:06.106237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:06.106268] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:06.106294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:06.106350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:06.162917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:06.164013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:06.164290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:06.164322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:06.291300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:06.291477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:06.291527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:06.291587] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:06.295104] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=73.09%)
[2025-12-18T20:18:06.295441] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-18T20:18:06.295598] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:06.445000] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BSMQ.txt
[2025-12-18T20:18:06.445139] [INFO ] [sig       ] [528/3568] Completed BSMQ in 0.4s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-18T20:18:06.445180] [INFO ] [sig       ] [529/3568] Forecasting BSMS...
[2025-12-18T20:18:06.445209] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-18T20:18:06.445238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-18T20:18:06.457763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-18T20:18:06.458121] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-18T20:18:06.458909] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-18T20:18:06.458965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:06.458996] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:06.459022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:06.459102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:06.515520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:06.516304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:06.516392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:06.516426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:06.630338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:06.630498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:06.630542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:06.630590] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:06.634015] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-18T20:18:06.634297] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-18T20:18:06.634424] [INFO ] [sig       ] BSMS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:06.771365] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BSMS.txt
[2025-12-18T20:18:06.771518] [INFO ] [sig       ] [529/3568] Completed BSMS in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-18T20:18:06.771557] [INFO ] [sig       ] [530/3568] Forecasting BSSX...
[2025-12-18T20:18:06.771606] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-18T20:18:06.771638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-18T20:18:06.781562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-18T20:18:06.781910] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-18T20:18:06.782694] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-18T20:18:06.782745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:06.782776] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:06.782803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:06.782858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:06.838988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:06.839746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:06.839858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:06.839896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:06.942916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:06.943098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:06.943146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:06.943176] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:06.946735] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=85.14%)
[2025-12-18T20:18:06.947072] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-18T20:18:06.947207] [INFO ] [sig       ] BSSX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:07.086454] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BSSX.txt
[2025-12-18T20:18:07.086611] [INFO ] [sig       ] [530/3568] Completed BSSX in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-18T20:18:07.086653] [INFO ] [sig       ] [531/3568] Forecasting BSTZ...
[2025-12-18T20:18:07.086682] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-18T20:18:07.086712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-18T20:18:07.098257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-18T20:18:07.098586] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-18T20:18:07.099415] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-18T20:18:07.099469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:07.099501] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:07.099528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:07.099609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:07.157568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:07.158500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:07.158601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:07.158637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:07.279231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:07.279396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:07.279440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:07.279470] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:07.282938] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-18T20:18:07.283229] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-18T20:18:07.283359] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:07.424478] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BSTZ.txt
[2025-12-18T20:18:07.424654] [INFO ] [sig       ] [531/3568] Completed BSTZ in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-18T20:18:07.424700] [INFO ] [sig       ] [532/3568] Forecasting BSVN...
[2025-12-18T20:18:07.424732] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-18T20:18:07.424764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-18T20:18:07.435565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-18T20:18:07.435899] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-18T20:18:07.436704] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-18T20:18:07.436757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:07.436790] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:07.436817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:07.436875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:07.493370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:07.494219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:07.494304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:07.494338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:07.606650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:07.606830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:07.606873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:07.606901] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:07.610302] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=47.59%)
[2025-12-18T20:18:07.610614] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-18T20:18:07.610747] [INFO ] [sig       ] BSVN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:07.750234] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSVN.txt
[2025-12-18T20:18:07.750373] [INFO ] [sig       ] [532/3568] Completed BSVN in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-18T20:18:07.750413] [INFO ] [sig       ] [533/3568] Forecasting BSVO...
[2025-12-18T20:18:07.750443] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-18T20:18:07.750474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-18T20:18:07.761604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-18T20:18:07.761908] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-18T20:18:07.762681] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-18T20:18:07.762732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:07.762765] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:07.762791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:07.762848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:07.819105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:07.820033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:07.820119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:07.820152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:07.945159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:07.945322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:07.945365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:07.945396] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:07.949229] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=37.45%)
[2025-12-18T20:18:07.949514] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-18T20:18:07.949661] [INFO ] [sig       ] BSVO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:08.091029] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSVO.txt
[2025-12-18T20:18:08.091210] [INFO ] [sig       ] [533/3568] Completed BSVO in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-18T20:18:08.091255] [INFO ] [sig       ] [534/3568] Forecasting BSX...
[2025-12-18T20:18:08.091287] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-18T20:18:08.091320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-18T20:18:08.103952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-18T20:18:08.104253] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-18T20:18:08.105023] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-18T20:18:08.105075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:08.105108] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:08.105135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:08.105195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:08.166616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:08.167379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:08.167461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:08.167495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:08.287206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:08.287372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:08.287417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:08.287447] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:08.290926] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-18T20:18:08.291218] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-18T20:18:08.291364] [INFO ] [sig       ] BSX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:08.436528] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSX.txt
[2025-12-18T20:18:08.436696] [INFO ] [sig       ] [534/3568] Completed BSX in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-18T20:18:08.436745] [INFO ] [sig       ] [535/3568] Forecasting BSY...
[2025-12-18T20:18:08.436777] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-18T20:18:08.436810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-18T20:18:08.448361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-18T20:18:08.448714] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-18T20:18:08.449533] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-18T20:18:08.449608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:08.449644] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:08.449673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:08.449731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:08.510195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:08.510952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:08.511072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:08.511125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:08.638657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:08.638819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:08.638863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:08.638894] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:08.642531] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-18T20:18:08.642844] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-18T20:18:08.642983] [INFO ] [sig       ] BSY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:08.788669] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BSY.txt
[2025-12-18T20:18:08.788846] [INFO ] [sig       ] [535/3568] Completed BSY in 0.4s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-18T20:18:08.788887] [INFO ] [sig       ] [536/3568] Forecasting BTA...
[2025-12-18T20:18:08.788919] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-18T20:18:08.788951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-18T20:18:08.799928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-18T20:18:08.800322] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-18T20:18:08.801144] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-18T20:18:08.801197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:08.801243] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:08.801271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:08.801327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:08.857478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:08.858467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:08.858626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:08.858661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:08.967796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:08.967966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:08.968009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:08.968038] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:08.971450] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-12-18T20:18:08.971792] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-18T20:18:08.971927] [INFO ] [sig       ] BTA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:09.115654] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BTA.txt
[2025-12-18T20:18:09.115789] [INFO ] [sig       ] [536/3568] Completed BTA in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-18T20:18:09.115828] [INFO ] [sig       ] [537/3568] Forecasting BTAI...
[2025-12-18T20:18:09.115858] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-18T20:18:09.115886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-18T20:18:09.127817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-18T20:18:09.128116] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-18T20:18:09.128910] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-18T20:18:09.128962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:09.129019] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:09.129079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:09.129139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:09.185334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:09.186014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:09.186094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:09.186127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:09.307721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:09.307880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:09.307924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:09.307952] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:09.311394] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-12-18T20:18:09.311692] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-18T20:18:09.311829] [INFO ] [sig       ] BTAI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:09.452473] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BTAI.txt
[2025-12-18T20:18:09.452625] [INFO ] [sig       ] [537/3568] Completed BTAI in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-18T20:18:09.452667] [INFO ] [sig       ] [538/3568] Forecasting BTCS...
[2025-12-18T20:18:09.452697] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-18T20:18:09.452726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-18T20:18:09.464135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-18T20:18:09.464455] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-18T20:18:09.465239] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-18T20:18:09.465290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:09.465321] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:09.465348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:09.465405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:09.520661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:09.521289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:09.521367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:09.521399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:09.633885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:09.634046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:09.634087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:09.634115] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:09.637430] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2025-12-18T20:18:09.637726] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-18T20:18:09.637848] [INFO ] [sig       ] BTCS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:09.781069] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BTCS.txt
[2025-12-18T20:18:09.781438] [INFO ] [sig       ] [538/3568] Completed BTCS in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-18T20:18:09.781480] [INFO ] [sig       ] [539/3568] Forecasting BTE...
[2025-12-18T20:18:09.781509] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-18T20:18:09.781539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-18T20:18:09.794655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-18T20:18:09.794975] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-18T20:18:09.795786] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-18T20:18:09.795839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:09.795871] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:09.795898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:09.795956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:09.853916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:09.854635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:09.854715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:09.854747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:09.969913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:09.970080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:09.970121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:09.970149] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:09.973446] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=52.63%)
[2025-12-18T20:18:09.973739] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-18T20:18:09.973866] [INFO ] [sig       ] BTE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:10.126542] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BTE.txt
[2025-12-18T20:18:10.126720] [INFO ] [sig       ] [539/3568] Completed BTE in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-18T20:18:10.126769] [INFO ] [sig       ] [540/3568] Forecasting BTF...
[2025-12-18T20:18:10.126800] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-18T20:18:10.126832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-18T20:18:10.138294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-18T20:18:10.138658] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-18T20:18:10.139462] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-18T20:18:10.139515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:10.139546] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:10.139596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:10.139656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:10.197003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:10.197781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:10.197863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:10.197896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:10.316596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:10.316750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:10.316791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:10.316852] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:10.320236] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=74.63%)
[2025-12-18T20:18:10.320514] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-18T20:18:10.320658] [INFO ] [sig       ] BTF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:10.457365] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BTF.txt
[2025-12-18T20:18:10.457486] [INFO ] [sig       ] [540/3568] Completed BTF in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:10.457525] [INFO ] [sig       ] [541/3568] Forecasting BTI...
[2025-12-18T20:18:10.457554] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-18T20:18:10.457601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-18T20:18:10.468753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-18T20:18:10.469070] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-18T20:18:10.469869] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-18T20:18:10.469927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:10.469958] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:10.469986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:10.470049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:10.526403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:10.527043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:10.527125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:10.527156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:10.645130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:10.645280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:10.645323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:10.645351] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:10.648893] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-18T20:18:10.649213] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-18T20:18:10.649360] [INFO ] [sig       ] BTI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:10.787825] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BTI.txt
[2025-12-18T20:18:10.787983] [INFO ] [sig       ] [541/3568] Completed BTI in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:10.788024] [INFO ] [sig       ] [542/3568] Forecasting BTM...
[2025-12-18T20:18:10.788054] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-18T20:18:10.788084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-18T20:18:10.800012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-18T20:18:10.800409] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-18T20:18:10.801209] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-18T20:18:10.801261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:10.801292] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:10.801318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:10.801375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:10.857164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:10.858036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:10.858120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:10.858151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:10.973542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:10.973717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:10.973759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:10.973787] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:10.977076] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-18T20:18:10.977346] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-18T20:18:10.977466] [INFO ] [sig       ] BTM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:11.114156] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BTM.txt
[2025-12-18T20:18:11.114282] [INFO ] [sig       ] [542/3568] Completed BTM in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:11.114321] [INFO ] [sig       ] [543/3568] Forecasting BTMD...
[2025-12-18T20:18:11.114349] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-18T20:18:11.114380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-18T20:18:11.125996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-18T20:18:11.126269] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-18T20:18:11.127028] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-18T20:18:11.127079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:11.127111] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:11.127137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:11.127194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:11.183009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:11.183668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:11.183763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:11.183795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:11.302243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:11.302394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:11.302435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:11.302479] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:11.305772] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-18T20:18:11.306056] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-18T20:18:11.306180] [INFO ] [sig       ] BTMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:11.446810] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BTMD.txt
[2025-12-18T20:18:11.447024] [INFO ] [sig       ] [543/3568] Completed BTMD in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:11.447091] [INFO ] [sig       ] [544/3568] Forecasting BTSG...
[2025-12-18T20:18:11.447140] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-18T20:18:11.447188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-18T20:18:11.462902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-18T20:18:11.463366] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-18T20:18:11.464527] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-18T20:18:11.464621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:11.464676] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:11.464721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:11.464811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:11.525260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:11.526122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:11.526213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:11.526245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:11.639386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:11.639544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:11.639603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:11.639635] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:11.642911] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-18T20:18:11.643180] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-18T20:18:11.643301] [INFO ] [sig       ] BTSG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:11.780794] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BTSG.txt
[2025-12-18T20:18:11.780909] [INFO ] [sig       ] [544/3568] Completed BTSG in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:11.780948] [INFO ] [sig       ] [545/3568] Forecasting BTZ...
[2025-12-18T20:18:11.780977] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-18T20:18:11.781007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-18T20:18:11.792826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-18T20:18:11.793107] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-18T20:18:11.793881] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-18T20:18:11.793938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:11.793969] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:11.793996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:11.794052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:11.850390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:11.851264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:11.851365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:11.851398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:11.966325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:11.966450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:11.966490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:11.966517] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:11.969742] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=28.74%)
[2025-12-18T20:18:11.970021] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-18T20:18:11.970142] [INFO ] [sig       ] BTZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:12.107444] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BTZ.txt
[2025-12-18T20:18:12.107565] [INFO ] [sig       ] [545/3568] Completed BTZ in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:12.107619] [INFO ] [sig       ] [546/3568] Forecasting BUD...
[2025-12-18T20:18:12.107650] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-18T20:18:12.107680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-18T20:18:12.119142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-18T20:18:12.119413] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-18T20:18:12.120185] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-18T20:18:12.120237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:12.120268] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:12.120295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:12.120351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:12.175954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:12.176749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:12.176828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:12.176861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:12.294961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:12.295121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:12.295163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:12.295192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:12.298461] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=44.14%)
[2025-12-18T20:18:12.298763] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-18T20:18:12.298889] [INFO ] [sig       ] BUD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:12.435814] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BUD.txt
[2025-12-18T20:18:12.435966] [INFO ] [sig       ] [546/3568] Completed BUD in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:12.436006] [INFO ] [sig       ] [547/3568] Forecasting BUFC...
[2025-12-18T20:18:12.436035] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-18T20:18:12.436065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-18T20:18:12.445627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-18T20:18:12.445898] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-18T20:18:12.446657] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-18T20:18:12.446710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:12.446741] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:12.446782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:12.446839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:12.501842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:12.502709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:12.502820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:12.502854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:12.593334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:12.593492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:12.593533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:12.593562] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:12.596872] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-12-18T20:18:12.597147] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-18T20:18:12.597270] [INFO ] [sig       ] BUFC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:12.734333] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BUFC.txt
[2025-12-18T20:18:12.734487] [INFO ] [sig       ] [547/3568] Completed BUFC in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:12.734527] [INFO ] [sig       ] [548/3568] Forecasting BUG...
[2025-12-18T20:18:12.734557] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-18T20:18:12.734610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-18T20:18:12.745995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-18T20:18:12.746324] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-18T20:18:12.747093] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-18T20:18:12.747144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:12.747175] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:12.747201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:12.747258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:12.802200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:12.803056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:12.803140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:12.803172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:12.920535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:12.920712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:12.920756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:12.920784] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:12.924091] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-18T20:18:12.924371] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-18T20:18:12.924494] [INFO ] [sig       ] BUG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:13.061765] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BUG.txt
[2025-12-18T20:18:13.061893] [INFO ] [sig       ] [548/3568] Completed BUG in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:13.061939] [INFO ] [sig       ] [549/3568] Forecasting BUI...
[2025-12-18T20:18:13.061969] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-18T20:18:13.061999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-18T20:18:13.073168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-18T20:18:13.073431] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-18T20:18:13.074211] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-18T20:18:13.074263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:13.074302] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:13.074330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:13.074386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:13.129786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:13.130382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:13.130459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:13.130490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:13.243096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:13.243225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:13.243265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:13.243292] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:13.246472] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-18T20:18:13.246759] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-18T20:18:13.246883] [INFO ] [sig       ] BUI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:13.386103] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BUI.txt
[2025-12-18T20:18:13.386259] [INFO ] [sig       ] [549/3568] Completed BUI in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:13.386301] [INFO ] [sig       ] [550/3568] Forecasting BURL...
[2025-12-18T20:18:13.386330] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-18T20:18:13.386360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-18T20:18:13.398077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-18T20:18:13.398359] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-18T20:18:13.399203] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-18T20:18:13.399254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:13.399286] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:13.399312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:13.399367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:13.454737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:13.455408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:13.455488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:13.455519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:13.574604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:13.574753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:13.574794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:13.574823] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:13.578183] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-18T20:18:13.578461] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-18T20:18:13.578605] [INFO ] [sig       ] BURL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:13.715941] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BURL.txt
[2025-12-18T20:18:13.716108] [INFO ] [sig       ] [550/3568] Completed BURL in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-18T20:18:13.716148] [INFO ] [sig       ] [551/3568] Forecasting BUSE...
[2025-12-18T20:18:13.716181] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-18T20:18:13.716220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-18T20:18:13.727246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-18T20:18:13.727543] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-18T20:18:13.728307] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-18T20:18:13.728358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:13.728390] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:13.728417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:13.728473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:13.784609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:13.785315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:13.785394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:13.785426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:13.902498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:13.902669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:13.902713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:13.902740] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:13.906014] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-18T20:18:13.906287] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-18T20:18:13.906409] [INFO ] [sig       ] BUSE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:14.045796] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BUSE.txt
[2025-12-18T20:18:14.045930] [INFO ] [sig       ] [551/3568] Completed BUSE in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-18T20:18:14.045970] [INFO ] [sig       ] [552/3568] Forecasting BUXX...
[2025-12-18T20:18:14.045999] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-18T20:18:14.046029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-18T20:18:14.057274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-18T20:18:14.057586] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-18T20:18:14.058352] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-18T20:18:14.058403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:14.058434] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:14.058461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:14.058517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:14.113718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:14.114482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:14.114567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:14.114620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:14.229290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:14.229443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:14.229484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:14.229513] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:14.232805] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2025-12-18T20:18:14.233077] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-18T20:18:14.233198] [INFO ] [sig       ] BUXX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:14.376566] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BUXX.txt
[2025-12-18T20:18:14.376743] [INFO ] [sig       ] [552/3568] Completed BUXX in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-18T20:18:14.376784] [INFO ] [sig       ] [553/3568] Forecasting BVFL...
[2025-12-18T20:18:14.376813] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-18T20:18:14.376843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-18T20:18:14.388000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-18T20:18:14.388300] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-18T20:18:14.389109] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-18T20:18:14.389161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:14.389193] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:14.389219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:14.389274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:14.446964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:14.447661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:14.447753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:14.447793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:14.562160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:14.562311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:14.562354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:14.562384] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:14.565762] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2025-12-18T20:18:14.566035] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-18T20:18:14.566158] [INFO ] [sig       ] BVFL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:14.704423] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BVFL.txt
[2025-12-18T20:18:14.704563] [INFO ] [sig       ] [553/3568] Completed BVFL in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-18T20:18:14.704625] [INFO ] [sig       ] [554/3568] Forecasting BVN...
[2025-12-18T20:18:14.704657] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-18T20:18:14.704687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-18T20:18:14.716247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-18T20:18:14.716558] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-18T20:18:14.717367] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-18T20:18:14.717420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:14.717480] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:14.717510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:14.717585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:14.773805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:14.774546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:14.774649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:14.774683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:14.891543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:14.891712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:14.891755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:14.891783] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:14.895104] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-18T20:18:14.895378] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-18T20:18:14.895501] [INFO ] [sig       ] BVN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:15.032254] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BVN.txt
[2025-12-18T20:18:15.032410] [INFO ] [sig       ] [554/3568] Completed BVN in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:15.032450] [INFO ] [sig       ] [555/3568] Forecasting BVS...
[2025-12-18T20:18:15.032479] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-18T20:18:15.032510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-18T20:18:15.043441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-18T20:18:15.043794] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-18T20:18:15.044564] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-18T20:18:15.044634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:15.044665] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:15.044692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:15.044749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:15.100625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:15.101603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:15.101692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:15.101725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:15.227984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:15.228147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:15.228202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:15.228251] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:15.232515] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=53.62%)
[2025-12-18T20:18:15.232830] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-18T20:18:15.232962] [INFO ] [sig       ] BVS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:15.377228] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BVS.txt
[2025-12-18T20:18:15.377388] [INFO ] [sig       ] [555/3568] Completed BVS in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:15.377428] [INFO ] [sig       ] [556/3568] Forecasting BWA...
[2025-12-18T20:18:15.377460] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-18T20:18:15.377491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-18T20:18:15.389349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-18T20:18:15.389744] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-18T20:18:15.390662] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-18T20:18:15.390715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:15.390748] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:15.390773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:15.390829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:15.450364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:15.451240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:15.451326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:15.451359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:15.573287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:15.573478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:15.573521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:15.573549] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:15.576998] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-12-18T20:18:15.577284] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-18T20:18:15.577417] [INFO ] [sig       ] BWA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:15.715522] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BWA.txt
[2025-12-18T20:18:15.715708] [INFO ] [sig       ] [556/3568] Completed BWA in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:15.715749] [INFO ] [sig       ] [557/3568] Forecasting BWAY...
[2025-12-18T20:18:15.715781] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-18T20:18:15.715811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-18T20:18:15.727262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-18T20:18:15.727646] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-18T20:18:15.728441] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-18T20:18:15.728493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:15.728524] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:15.728550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:15.728625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:15.784226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:15.785078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:15.785160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:15.785193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:15.905341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:15.905511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:15.905554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:15.905604] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:15.909358] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-18T20:18:15.909748] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-18T20:18:15.909887] [INFO ] [sig       ] BWAY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:16.048866] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BWAY.txt
[2025-12-18T20:18:16.048999] [INFO ] [sig       ] [557/3568] Completed BWAY in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:16.049055] [INFO ] [sig       ] [558/3568] Forecasting BWB...
[2025-12-18T20:18:16.049087] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-18T20:18:16.049120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-18T20:18:16.060415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-18T20:18:16.060702] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-18T20:18:16.061453] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-18T20:18:16.061504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:16.061536] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:16.061563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:16.061644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:16.117196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:16.117798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:16.117885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:16.117916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:16.248786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:16.248941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:16.248982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:16.249010] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:16.252502] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-18T20:18:16.252835] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-18T20:18:16.252964] [INFO ] [sig       ] BWB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:16.390903] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BWB.txt
[2025-12-18T20:18:16.391049] [INFO ] [sig       ] [558/3568] Completed BWB in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:16.391090] [INFO ] [sig       ] [559/3568] Forecasting BWEN...
[2025-12-18T20:18:16.391119] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-18T20:18:16.391148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-18T20:18:16.402203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-18T20:18:16.402473] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-18T20:18:16.403247] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-18T20:18:16.403299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:16.403330] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:16.403356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:16.403418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:16.459978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:16.460823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:16.460906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:16.460938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:16.579377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:16.579523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:16.579564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:16.579612] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:16.582851] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-18T20:18:16.583123] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-18T20:18:16.583245] [INFO ] [sig       ] BWEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:16.724365] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BWEN.txt
[2025-12-18T20:18:16.724523] [INFO ] [sig       ] [559/3568] Completed BWEN in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:16.724563] [INFO ] [sig       ] [560/3568] Forecasting BWFG...
[2025-12-18T20:18:16.724613] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-18T20:18:16.724644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-18T20:18:16.735419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-18T20:18:16.735814] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-18T20:18:16.736570] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-18T20:18:16.736652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:16.736685] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:16.736711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:16.736772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:16.795610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:16.796366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:16.796450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:16.796485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:16.904384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:16.904549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:16.904612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:16.904644] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:16.907986] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-18T20:18:16.908281] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-18T20:18:16.908412] [INFO ] [sig       ] BWFG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:17.047992] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BWFG.txt
[2025-12-18T20:18:17.048153] [INFO ] [sig       ] [560/3568] Completed BWFG in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:17.048195] [INFO ] [sig       ] [561/3568] Forecasting BWG...
[2025-12-18T20:18:17.048224] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-18T20:18:17.048254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-18T20:18:17.059311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-18T20:18:17.059722] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-18T20:18:17.060497] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-18T20:18:17.060549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:17.060605] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:17.060634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:17.060692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:17.116967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:17.117835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:17.117918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:17.117951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:17.238654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:17.238814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:17.238855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:17.238884] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:17.242427] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=24.27%)
[2025-12-18T20:18:17.242723] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-18T20:18:17.242847] [INFO ] [sig       ] BWG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:17.384202] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BWG.txt
[2025-12-18T20:18:17.384362] [INFO ] [sig       ] [561/3568] Completed BWG in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:17.384403] [INFO ] [sig       ] [562/3568] Forecasting BWIN...
[2025-12-18T20:18:17.384431] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-18T20:18:17.384460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-18T20:18:17.395910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-18T20:18:17.396272] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-18T20:18:17.397045] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-18T20:18:17.397097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:17.397128] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:17.397155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:17.397212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:17.454527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:17.455415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:17.455503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:17.455535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:17.583410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:17.583564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:17.583631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:17.583660] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:17.586989] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-12-18T20:18:17.587261] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-18T20:18:17.587388] [INFO ] [sig       ] BWIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:17.728090] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BWIN.txt
[2025-12-18T20:18:17.728253] [INFO ] [sig       ] [562/3568] Completed BWIN in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:17.728293] [INFO ] [sig       ] [563/3568] Forecasting BWMN...
[2025-12-18T20:18:17.728323] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-18T20:18:17.728354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-18T20:18:17.739811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-18T20:18:17.740185] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-18T20:18:17.741009] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-18T20:18:17.741062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:17.741094] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:17.741121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:17.741185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:17.797178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:17.798039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:17.798121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:17.798152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:17.918512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:17.918695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:17.918739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:17.918769] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:17.922268] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-18T20:18:17.922592] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-18T20:18:17.922727] [INFO ] [sig       ] BWMN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:18.061631] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BWMN.txt
[2025-12-18T20:18:18.061784] [INFO ] [sig       ] [563/3568] Completed BWMN in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:18.061829] [INFO ] [sig       ] [564/3568] Forecasting BXC...
[2025-12-18T20:18:18.061859] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-18T20:18:18.061889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-18T20:18:18.072804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-18T20:18:18.073069] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-18T20:18:18.073836] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-18T20:18:18.073888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:18.073919] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:18.073947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:18.074004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:18.133180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:18.134068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:18.134183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:18.134216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:18.254929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:18.255101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:18.255150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:18.255180] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:18.258974] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=58.35%)
[2025-12-18T20:18:18.259302] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-18T20:18:18.259453] [INFO ] [sig       ] BXC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:18.411330] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BXC.txt
[2025-12-18T20:18:18.411493] [INFO ] [sig       ] [564/3568] Completed BXC in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:18.411534] [INFO ] [sig       ] [565/3568] Forecasting BXMX...
[2025-12-18T20:18:18.411567] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-18T20:18:18.411622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-18T20:18:18.423836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-18T20:18:18.424220] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-18T20:18:18.425116] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-18T20:18:18.425170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:18.425203] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:18.425231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:18.425290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:18.486873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:18.487767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:18.487859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:18.487896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:18.617670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:18.617831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:18.617876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:18.617906] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:18.621427] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-18T20:18:18.621783] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-18T20:18:18.621942] [INFO ] [sig       ] BXMX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:18.769382] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BXMX.txt
[2025-12-18T20:18:18.769538] [INFO ] [sig       ] [565/3568] Completed BXMX in 0.4s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:18.769601] [INFO ] [sig       ] [566/3568] Forecasting BXP...
[2025-12-18T20:18:18.769633] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-18T20:18:18.769663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-18T20:18:18.781031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-18T20:18:18.781428] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-18T20:18:18.782254] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-18T20:18:18.782307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:18.782339] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:18.782365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:18.782422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:18.838367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:18.839318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:18.839411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:18.839443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:18.964865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:18.965031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:18.965073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:18.965101] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:18.968606] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-18T20:18:18.968955] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-18T20:18:18.969134] [INFO ] [sig       ] BXP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:19.117075] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BXP.txt
[2025-12-18T20:18:19.117296] [INFO ] [sig       ] [566/3568] Completed BXP in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:19.117364] [INFO ] [sig       ] [567/3568] Forecasting BXSL...
[2025-12-18T20:18:19.117412] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-18T20:18:19.117461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-18T20:18:19.133107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-18T20:18:19.133597] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-18T20:18:19.134700] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-18T20:18:19.134766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:19.134817] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:19.134864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:19.134955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:19.196650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:19.197479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:19.197562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:19.197614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:19.312969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:19.313130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:19.313191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:19.313222] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:19.316716] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-18T20:18:19.317029] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-18T20:18:19.317191] [INFO ] [sig       ] BXSL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:19.461125] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BXSL.txt
[2025-12-18T20:18:19.461316] [INFO ] [sig       ] [567/3568] Completed BXSL in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:19.461365] [INFO ] [sig       ] [568/3568] Forecasting BYD...
[2025-12-18T20:18:19.461400] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-18T20:18:19.461435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-18T20:18:19.472464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-18T20:18:19.472765] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-18T20:18:19.473519] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-18T20:18:19.473570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:19.473621] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:19.473648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:19.473705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:19.535067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:19.535841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:19.535922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:19.535956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:19.657791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:19.657949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:19.657993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:19.658022] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:19.661840] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-18T20:18:19.662160] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-18T20:18:19.662305] [INFO ] [sig       ] BYD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:19.807290] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BYD.txt
[2025-12-18T20:18:19.807441] [INFO ] [sig       ] [568/3568] Completed BYD in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-18T20:18:19.807481] [INFO ] [sig       ] [569/3568] Forecasting BYM...
[2025-12-18T20:18:19.807513] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-18T20:18:19.807543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-18T20:18:19.819083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-18T20:18:19.819422] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-18T20:18:19.820203] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-18T20:18:19.820254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:19.820288] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:19.820317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:19.820373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:19.876565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:19.877404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:19.877501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:19.877534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:19.998958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:19.999136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:19.999180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:19.999208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:20.002590] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-12-18T20:18:20.002882] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-18T20:18:20.003014] [INFO ] [sig       ] BYM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:20.138488] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BYM.txt
[2025-12-18T20:18:20.138643] [INFO ] [sig       ] [569/3568] Completed BYM in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-18T20:18:20.138685] [INFO ] [sig       ] [570/3568] Forecasting BYRN...
[2025-12-18T20:18:20.138715] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-18T20:18:20.138745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-18T20:18:20.151233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-18T20:18:20.151687] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-18T20:18:20.152494] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-18T20:18:20.152549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:20.152606] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:20.152636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:20.152695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:20.208198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:20.209081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:20.209179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:20.209219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:20.332547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:20.332725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:20.332770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:20.332800] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:20.336186] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-18T20:18:20.336462] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-18T20:18:20.336601] [INFO ] [sig       ] BYRN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:20.474107] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BYRN.txt
[2025-12-18T20:18:20.474248] [INFO ] [sig       ] [570/3568] Completed BYRN in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:20.474288] [INFO ] [sig       ] [571/3568] Forecasting BYSI...
[2025-12-18T20:18:20.474319] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-18T20:18:20.474349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-18T20:18:20.485382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-18T20:18:20.485744] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-18T20:18:20.486518] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-18T20:18:20.486586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:20.486648] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:20.486688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:20.486746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:20.543644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:20.544368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:20.544448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:20.544480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:20.651329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:20.651482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:20.651523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:20.651552] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:20.654843] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-18T20:18:20.655119] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-18T20:18:20.655242] [INFO ] [sig       ] BYSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:20.791686] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BYSI.txt
[2025-12-18T20:18:20.791813] [INFO ] [sig       ] [571/3568] Completed BYSI in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:20.791853] [INFO ] [sig       ] [572/3568] Forecasting BZ...
[2025-12-18T20:18:20.791883] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-18T20:18:20.791912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-18T20:18:20.804294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-18T20:18:20.804749] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-18T20:18:20.805623] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-18T20:18:20.805680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:20.805714] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:20.805742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:20.805800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:20.864166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:20.865070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:20.865158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:20.865192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:20.987798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:20.987960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:20.988005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:20.988035] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:20.991862] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-12-18T20:18:20.992150] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-18T20:18:20.992278] [INFO ] [sig       ] BZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:21.135585] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BZ.txt
[2025-12-18T20:18:21.135748] [INFO ] [sig       ] [572/3568] Completed BZ in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:21.135793] [INFO ] [sig       ] [573/3568] Forecasting BZH...
[2025-12-18T20:18:21.135825] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-18T20:18:21.135857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-18T20:18:21.147880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-18T20:18:21.148242] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-18T20:18:21.149352] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-18T20:18:21.149407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:21.149439] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:21.149466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:21.149523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:21.209765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:21.210588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:21.210676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:21.210710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:21.330183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:21.330348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:21.330398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:21.330435] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:21.333879] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=64.73%)
[2025-12-18T20:18:21.334166] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-18T20:18:21.334303] [INFO ] [sig       ] BZH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:21.476390] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/BZH.txt
[2025-12-18T20:18:21.476542] [INFO ] [sig       ] [573/3568] Completed BZH in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:21.476600] [INFO ] [sig       ] [574/3568] Forecasting BZUN...
[2025-12-18T20:18:21.476634] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-18T20:18:21.476666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-18T20:18:21.487975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-18T20:18:21.488248] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-18T20:18:21.489024] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-18T20:18:21.489097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:21.489131] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:21.489158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:21.489215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:21.545764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:21.546510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:21.546607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:21.546641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:21.665287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:21.665444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:21.665485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:21.665514] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:21.668861] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-12-18T20:18:21.669164] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-18T20:18:21.669287] [INFO ] [sig       ] BZUN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:21.821890] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/BZUN.txt
[2025-12-18T20:18:21.822084] [INFO ] [sig       ] [574/3568] Completed BZUN in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:21.822140] [INFO ] [sig       ] [575/3568] Forecasting C...
[2025-12-18T20:18:21.822182] [INFO ] [sig       ] Generating forecast for: C
[2025-12-18T20:18:21.822228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-18T20:18:21.834988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-18T20:18:21.835296] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-18T20:18:21.836096] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-18T20:18:21.836149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:21.836182] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:21.836209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:21.836266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:21.898609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:21.899527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:21.899633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:21.899669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:22.023563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:22.023735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:22.023781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:22.023811] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:22.027169] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=80.88%)
[2025-12-18T20:18:22.027455] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-18T20:18:22.027599] [INFO ] [sig       ] C: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:22.167002] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/C.txt
[2025-12-18T20:18:22.167146] [INFO ] [sig       ] [575/3568] Completed C in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:22.167188] [INFO ] [sig       ] [576/3568] Forecasting CAAP...
[2025-12-18T20:18:22.167219] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-18T20:18:22.167251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-18T20:18:22.178617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-18T20:18:22.178884] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-18T20:18:22.179700] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-18T20:18:22.179754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:22.179787] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:22.179816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:22.179874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:22.240824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:22.241512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:22.241610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:22.241646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:22.360783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:22.360942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:22.360985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:22.361014] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:22.364295] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-18T20:18:22.364566] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-18T20:18:22.364707] [INFO ] [sig       ] CAAP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:22.520338] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CAAP.txt
[2025-12-18T20:18:22.520493] [INFO ] [sig       ] [576/3568] Completed CAAP in 0.4s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:22.520532] [INFO ] [sig       ] [577/3568] Forecasting CAAS...
[2025-12-18T20:18:22.520563] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-18T20:18:22.520614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-18T20:18:22.531123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-18T20:18:22.531447] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-18T20:18:22.532213] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-18T20:18:22.532264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:22.532295] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:22.532321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:22.532377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:22.588668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:22.589515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:22.589616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:22.589653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:22.699440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:22.699615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:22.699659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:22.699689] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:22.703164] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-18T20:18:22.703445] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-18T20:18:22.703590] [INFO ] [sig       ] CAAS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:22.842634] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CAAS.txt
[2025-12-18T20:18:22.842799] [INFO ] [sig       ] [577/3568] Completed CAAS in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:22.842842] [INFO ] [sig       ] [578/3568] Forecasting CABA...
[2025-12-18T20:18:22.842871] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-18T20:18:22.842901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-18T20:18:22.854513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-18T20:18:22.854954] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-18T20:18:22.855977] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-18T20:18:22.856041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:22.856086] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:22.856126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:22.856206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:22.913112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:22.913975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:22.914056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:22.914089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:23.035909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:23.036073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:23.036118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:23.036148] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:23.039805] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-18T20:18:23.040098] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-18T20:18:23.040235] [INFO ] [sig       ] CABA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:23.181486] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CABA.txt
[2025-12-18T20:18:23.181645] [INFO ] [sig       ] [578/3568] Completed CABA in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:23.181688] [INFO ] [sig       ] [579/3568] Forecasting CABO...
[2025-12-18T20:18:23.181718] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-18T20:18:23.181748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-18T20:18:23.193661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-18T20:18:23.194072] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-18T20:18:23.194920] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-18T20:18:23.194974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:23.195007] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:23.195034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:23.195092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:23.251551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:23.252409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:23.252491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:23.252525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:23.368787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:23.368951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:23.368993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:23.369023] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:23.372503] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-18T20:18:23.372828] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-18T20:18:23.372966] [INFO ] [sig       ] CABO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:23.515889] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CABO.txt
[2025-12-18T20:18:23.516043] [INFO ] [sig       ] [579/3568] Completed CABO in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:23.516085] [INFO ] [sig       ] [580/3568] Forecasting CAC...
[2025-12-18T20:18:23.516115] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-18T20:18:23.516146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-18T20:18:23.527484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-18T20:18:23.527930] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-18T20:18:23.528809] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-18T20:18:23.528874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:23.528917] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:23.528946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:23.529006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:23.588605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:23.589515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:23.589616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:23.589650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:23.706760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:23.706929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:23.706971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:23.707000] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:23.710319] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=65.02%)
[2025-12-18T20:18:23.710612] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-18T20:18:23.710737] [INFO ] [sig       ] CAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:23.848394] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CAC.txt
[2025-12-18T20:18:23.848526] [INFO ] [sig       ] [580/3568] Completed CAC in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:23.848565] [INFO ] [sig       ] [581/3568] Forecasting CACC...
[2025-12-18T20:18:23.848614] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-18T20:18:23.848645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-18T20:18:23.860435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-18T20:18:23.860845] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-18T20:18:23.861656] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-18T20:18:23.861713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:23.861746] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:23.861772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:23.861829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:23.917484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:23.918357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:23.918482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:23.918515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:24.038621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:24.038777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:24.038819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:24.038848] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:24.042363] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=68.98%)
[2025-12-18T20:18:24.042727] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-18T20:18:24.042878] [INFO ] [sig       ] CACC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:24.190939] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CACC.txt
[2025-12-18T20:18:24.191127] [INFO ] [sig       ] [581/3568] Completed CACC in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:24.191187] [INFO ] [sig       ] [582/3568] Forecasting CACI...
[2025-12-18T20:18:24.191223] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-18T20:18:24.191279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-18T20:18:24.205133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-18T20:18:24.205551] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-18T20:18:24.206352] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-18T20:18:24.206411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:24.206443] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:24.206471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:24.206529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:24.265406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:24.266253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:24.266336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:24.266370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:24.383543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:24.383727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:24.383769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:24.383800] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:24.387162] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=65.56%)
[2025-12-18T20:18:24.387438] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-18T20:18:24.387563] [INFO ] [sig       ] CACI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:24.528232] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CACI.txt
[2025-12-18T20:18:24.528370] [INFO ] [sig       ] [582/3568] Completed CACI in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:24.528409] [INFO ] [sig       ] [583/3568] Forecasting CADE...
[2025-12-18T20:18:24.528439] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-18T20:18:24.528469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-18T20:18:24.540128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-18T20:18:24.540487] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-18T20:18:24.541308] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-18T20:18:24.541361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:24.541392] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:24.541422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:24.541479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:24.612148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:24.613110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:24.613216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:24.613251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:24.737185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:24.737343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:24.737389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:24.737421] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:24.740951] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-18T20:18:24.741257] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-18T20:18:24.741437] [INFO ] [sig       ] CADE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:24.883531] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CADE.txt
[2025-12-18T20:18:24.883707] [INFO ] [sig       ] [583/3568] Completed CADE in 0.4s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:24.883748] [INFO ] [sig       ] [584/3568] Forecasting CADL...
[2025-12-18T20:18:24.883781] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-18T20:18:24.883812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-18T20:18:24.895857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-18T20:18:24.896248] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-18T20:18:24.897086] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-18T20:18:24.897159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:24.897207] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:24.897259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:24.897329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:24.959440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:24.960338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:24.960443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:24.960479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:25.083860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:25.084022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:25.084066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:25.084098] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:25.087488] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-12-18T20:18:25.087786] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-18T20:18:25.087917] [INFO ] [sig       ] CADL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:25.227587] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CADL.txt
[2025-12-18T20:18:25.227778] [INFO ] [sig       ] [584/3568] Completed CADL in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:25.227821] [INFO ] [sig       ] [585/3568] Forecasting CAE...
[2025-12-18T20:18:25.227851] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-18T20:18:25.227881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-18T20:18:25.239779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-18T20:18:25.240180] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-18T20:18:25.241000] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-18T20:18:25.241054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:25.241086] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:25.241114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:25.241172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:25.298756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:25.299696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:25.299783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:25.299816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:25.420215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:25.420378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:25.420421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:25.420451] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:25.423810] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-18T20:18:25.424093] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-18T20:18:25.424219] [INFO ] [sig       ] CAE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:25.562665] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CAE.txt
[2025-12-18T20:18:25.562808] [INFO ] [sig       ] [585/3568] Completed CAE in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-18T20:18:25.562850] [INFO ] [sig       ] [586/3568] Forecasting CAF...
[2025-12-18T20:18:25.562882] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-18T20:18:25.562914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-18T20:18:25.574279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-18T20:18:25.574655] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-18T20:18:25.575414] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-18T20:18:25.575464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:25.575495] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:25.575522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:25.575605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:25.632410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:25.633184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:25.633265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:25.633297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:25.745700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:25.745857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:25.745899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:25.745928] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:25.752301] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=31.75%)
[2025-12-18T20:18:25.752733] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-18T20:18:25.752873] [INFO ] [sig       ] CAF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:25.891597] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CAF.txt
[2025-12-18T20:18:25.891743] [INFO ] [sig       ] [586/3568] Completed CAF in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-18T20:18:25.891782] [INFO ] [sig       ] [587/3568] Forecasting CAG...
[2025-12-18T20:18:25.891813] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-18T20:18:25.891843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-18T20:18:25.904404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-18T20:18:25.904797] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-18T20:18:25.905629] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-18T20:18:25.905683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:25.905717] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:25.905743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:25.905800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:25.964489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:25.965381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:25.965467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:25.965500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:26.082311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:26.082477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:26.082519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:26.082548] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:26.085862] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-12-18T20:18:26.086137] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-18T20:18:26.086262] [INFO ] [sig       ] CAG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:26.225088] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CAG.txt
[2025-12-18T20:18:26.225242] [INFO ] [sig       ] [587/3568] Completed CAG in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:26.225287] [INFO ] [sig       ] [588/3568] Forecasting CAH...
[2025-12-18T20:18:26.225318] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-18T20:18:26.225348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-18T20:18:26.237421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-18T20:18:26.237698] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-18T20:18:26.238447] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-18T20:18:26.238498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:26.238597] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:26.238629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:26.238686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:26.295004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:26.295846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:26.295926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:26.295958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:26.420501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:26.420702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:26.420746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:26.420776] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:26.424266] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-18T20:18:26.424611] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-18T20:18:26.424747] [INFO ] [sig       ] CAH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:26.566089] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CAH.txt
[2025-12-18T20:18:26.566223] [INFO ] [sig       ] [588/3568] Completed CAH in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:26.566262] [INFO ] [sig       ] [589/3568] Forecasting CAKE...
[2025-12-18T20:18:26.566292] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-18T20:18:26.566322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-18T20:18:26.577973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-18T20:18:26.578295] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-18T20:18:26.579108] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-18T20:18:26.579161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:26.579192] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:26.579218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:26.579276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:26.636086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:26.636802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:26.636881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:26.636913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:26.756068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:26.756222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:26.756265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:26.756293] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:26.759749] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=44.34%)
[2025-12-18T20:18:26.760052] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-18T20:18:26.760203] [INFO ] [sig       ] CAKE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:26.900434] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CAKE.txt
[2025-12-18T20:18:26.900590] [INFO ] [sig       ] [589/3568] Completed CAKE in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:26.900632] [INFO ] [sig       ] [590/3568] Forecasting CAL...
[2025-12-18T20:18:26.900668] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-18T20:18:26.900697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-18T20:18:26.912432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-18T20:18:26.912762] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-18T20:18:26.913627] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-18T20:18:26.913682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:26.913716] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:26.913749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:26.913821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:26.971378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:26.972111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:26.972195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:26.972230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:27.093494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:27.093675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:27.093719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:27.093749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:27.097124] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-12-18T20:18:27.097404] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-18T20:18:27.097530] [INFO ] [sig       ] CAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:27.236133] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CAL.txt
[2025-12-18T20:18:27.236271] [INFO ] [sig       ] [590/3568] Completed CAL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:27.236311] [INFO ] [sig       ] [591/3568] Forecasting CALC...
[2025-12-18T20:18:27.236343] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-18T20:18:27.236374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-18T20:18:27.247963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-18T20:18:27.248314] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-18T20:18:27.249181] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-18T20:18:27.249238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:27.249272] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:27.249300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:27.249358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:27.306793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:27.307647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:27.307735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:27.307770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:27.422934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:27.423097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:27.423141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:27.423222] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:27.426888] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: UP (p=80.95%)
[2025-12-18T20:18:27.427166] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-18T20:18:27.427302] [INFO ] [sig       ] CALC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:27.571508] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CALC.txt
[2025-12-18T20:18:27.571678] [INFO ] [sig       ] [591/3568] Completed CALC in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:27.571720] [INFO ] [sig       ] [592/3568] Forecasting CALM...
[2025-12-18T20:18:27.571750] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-18T20:18:27.571781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-18T20:18:27.583927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-18T20:18:27.584205] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-18T20:18:27.584992] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-18T20:18:27.585046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:27.585076] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:27.585103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:27.585159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:27.642163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:27.642837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:27.642915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:27.642948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:27.765745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:27.765910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:27.765959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:27.765990] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:27.769398] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-18T20:18:27.769687] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-18T20:18:27.769810] [INFO ] [sig       ] CALM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:27.908788] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CALM.txt
[2025-12-18T20:18:27.908922] [INFO ] [sig       ] [592/3568] Completed CALM in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:27.908960] [INFO ] [sig       ] [593/3568] Forecasting CALX...
[2025-12-18T20:18:27.908990] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-18T20:18:27.909020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-18T20:18:27.920484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-18T20:18:27.920820] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-18T20:18:27.921620] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-18T20:18:27.921674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:27.921719] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:27.921760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:27.921831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:27.979596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:27.980323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:27.980422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:27.980457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:28.107103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:28.107280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:28.107334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:28.107366] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:28.110927] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2025-12-18T20:18:28.111217] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-18T20:18:28.111345] [INFO ] [sig       ] CALX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:28.251472] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CALX.txt
[2025-12-18T20:18:28.251617] [INFO ] [sig       ] [593/3568] Completed CALX in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:28.251659] [INFO ] [sig       ] [594/3568] Forecasting CAPL...
[2025-12-18T20:18:28.251689] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-18T20:18:28.251905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-18T20:18:28.264028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-18T20:18:28.264331] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-18T20:18:28.265100] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-18T20:18:28.265152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:28.265183] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:28.265209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:28.265265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:28.321939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:28.322808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:28.322895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:28.322929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:28.443563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:28.443748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:28.443792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:28.443823] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:28.447175] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-12-18T20:18:28.447465] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-18T20:18:28.447636] [INFO ] [sig       ] CAPL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:28.588363] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CAPL.txt
[2025-12-18T20:18:28.588532] [INFO ] [sig       ] [594/3568] Completed CAPL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:28.588593] [INFO ] [sig       ] [595/3568] Forecasting CARE...
[2025-12-18T20:18:28.588627] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-18T20:18:28.588657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-18T20:18:28.601134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-18T20:18:28.601513] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-18T20:18:28.602316] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-18T20:18:28.602370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:28.602417] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:28.602446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:28.602504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:28.660999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:28.662045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:28.662130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:28.662165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:28.784639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:28.784797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:28.784838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:28.784868] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:28.788158] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-18T20:18:28.788434] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-18T20:18:28.788563] [INFO ] [sig       ] CARE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:28.932273] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CARE.txt
[2025-12-18T20:18:28.932426] [INFO ] [sig       ] [595/3568] Completed CARE in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:28.932468] [INFO ] [sig       ] [596/3568] Forecasting CARG...
[2025-12-18T20:18:28.932500] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-18T20:18:28.932533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-18T20:18:28.944083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-18T20:18:28.944441] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-18T20:18:28.945258] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-18T20:18:28.945313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:28.945347] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:28.945376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:28.945435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:29.003074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:29.003974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:29.004057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:29.004091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:29.127529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:29.127705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:29.127937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:29.127965] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:29.131512] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-18T20:18:29.131822] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-18T20:18:29.131952] [INFO ] [sig       ] CARG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:29.277119] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CARG.txt
[2025-12-18T20:18:29.277272] [INFO ] [sig       ] [596/3568] Completed CARG in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:29.277312] [INFO ] [sig       ] [597/3568] Forecasting CARS...
[2025-12-18T20:18:29.277341] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-18T20:18:29.277372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-18T20:18:29.289823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-18T20:18:29.290225] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-18T20:18:29.291178] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-18T20:18:29.291232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:29.291265] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:29.291292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:29.291348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:29.351797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:29.352949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:29.353059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:29.353102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:29.513543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:29.513751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:29.513801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:29.513834] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:29.518549] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2025-12-18T20:18:29.519140] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-18T20:18:29.519365] [INFO ] [sig       ] CARS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:29.700374] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CARS.txt
[2025-12-18T20:18:29.700634] [INFO ] [sig       ] [597/3568] Completed CARS in 0.4s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:29.700692] [INFO ] [sig       ] [598/3568] Forecasting CASH...
[2025-12-18T20:18:29.700732] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-18T20:18:29.700776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-18T20:18:29.717853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-18T20:18:29.718359] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-18T20:18:29.719508] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-18T20:18:29.719616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:29.719662] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:29.719698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:29.719771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:29.810456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:29.811750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:29.811928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:29.811985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:29.993392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:29.993611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:29.993684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:29.993739] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:29.999165] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-18T20:18:29.999737] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-18T20:18:29.999956] [INFO ] [sig       ] CASH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:30.207982] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CASH.txt
[2025-12-18T20:18:30.208200] [INFO ] [sig       ] [598/3568] Completed CASH in 0.5s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:30.208252] [INFO ] [sig       ] [599/3568] Forecasting CASS...
[2025-12-18T20:18:30.208295] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-18T20:18:30.208334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-18T20:18:30.225875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-18T20:18:30.226356] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-18T20:18:30.227463] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-18T20:18:30.227535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:30.227607] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:30.227645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:30.227719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:30.291424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:30.292385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:30.292480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:30.292516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:30.423251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:30.423447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:30.423504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:30.423538] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:30.427482] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=37.87%)
[2025-12-18T20:18:30.427847] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-18T20:18:30.427989] [INFO ] [sig       ] CASS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:30.587032] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CASS.txt
[2025-12-18T20:18:30.587212] [INFO ] [sig       ] [599/3568] Completed CASS in 0.4s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:30.587261] [INFO ] [sig       ] [600/3568] Forecasting CASY...
[2025-12-18T20:18:30.587296] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-18T20:18:30.587329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-18T20:18:30.600256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-18T20:18:30.600667] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-18T20:18:30.601472] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-18T20:18:30.601537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:30.601589] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:30.601620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:30.601678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:30.662031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:30.662948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:30.663041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:30.663080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:30.785679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:30.785841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:30.785885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:30.785914] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:30.789399] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-18T20:18:30.789730] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-18T20:18:30.789866] [INFO ] [sig       ] CASY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:30.930372] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CASY.txt
[2025-12-18T20:18:30.930543] [INFO ] [sig       ] [600/3568] Completed CASY in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:30.930615] [INFO ] [sig       ] [601/3568] Forecasting CATH...
[2025-12-18T20:18:30.930650] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-18T20:18:30.930681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-18T20:18:30.941052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-18T20:18:30.941435] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-18T20:18:30.942306] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-18T20:18:30.942360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:30.942394] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:30.942420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:30.942478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:30.997895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:30.998748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:30.998838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:30.998871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:31.115863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:31.116021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:31.116062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:31.116093] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:31.119438] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=24.17%)
[2025-12-18T20:18:31.119773] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-18T20:18:31.119901] [INFO ] [sig       ] CATH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:31.268919] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CATH.txt
[2025-12-18T20:18:31.269123] [INFO ] [sig       ] [601/3568] Completed CATH in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:31.269183] [INFO ] [sig       ] [602/3568] Forecasting CATO...
[2025-12-18T20:18:31.269217] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-18T20:18:31.269247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-18T20:18:31.280047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-18T20:18:31.280398] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-18T20:18:31.281407] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-18T20:18:31.281461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:31.281494] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:31.281520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:31.281595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:31.343326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:31.344224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:31.344312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:31.344346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:31.472252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:31.472412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:31.472455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:31.472502] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:31.476155] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-18T20:18:31.476437] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-18T20:18:31.476597] [INFO ] [sig       ] CATO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:31.624343] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CATO.txt
[2025-12-18T20:18:31.624486] [INFO ] [sig       ] [602/3568] Completed CATO in 0.4s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-18T20:18:31.624544] [INFO ] [sig       ] [603/3568] Forecasting CATY...
[2025-12-18T20:18:31.624594] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-18T20:18:31.624629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-18T20:18:31.636366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-18T20:18:31.636758] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-18T20:18:31.637647] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-18T20:18:31.637702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:31.637737] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:31.637765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:31.637824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:31.698828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:31.699722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:31.699806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:31.699839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:31.823486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:31.823682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:31.823730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:31.823760] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:31.827211] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2025-12-18T20:18:31.827498] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-18T20:18:31.827645] [INFO ] [sig       ] CATY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:31.969077] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CATY.txt
[2025-12-18T20:18:31.969234] [INFO ] [sig       ] [603/3568] Completed CATY in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-18T20:18:31.969276] [INFO ] [sig       ] [604/3568] Forecasting CAVA...
[2025-12-18T20:18:31.969309] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-18T20:18:31.969340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-18T20:18:31.980482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-18T20:18:31.980786] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-18T20:18:31.981605] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-18T20:18:31.981670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:31.981712] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:31.981741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:31.981799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:32.041259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:32.041933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:32.042016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:32.042062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:32.168682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:32.168838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:32.168881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:32.168913] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:32.172302] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=47.49%)
[2025-12-18T20:18:32.172605] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-18T20:18:32.172733] [INFO ] [sig       ] CAVA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:32.313445] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CAVA.txt
[2025-12-18T20:18:32.313585] [INFO ] [sig       ] [604/3568] Completed CAVA in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-18T20:18:32.313627] [INFO ] [sig       ] [605/3568] Forecasting CB...
[2025-12-18T20:18:32.313658] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-18T20:18:32.313688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-18T20:18:32.325251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-18T20:18:32.325556] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-18T20:18:32.326380] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-18T20:18:32.326433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:32.326496] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:32.326531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:32.326642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:32.385136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:32.385823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:32.385904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:32.385938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:32.506641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:32.506800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:32.506845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:32.506874] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:32.510354] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=23.80%)
[2025-12-18T20:18:32.510662] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-18T20:18:32.510788] [INFO ] [sig       ] CB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:32.649562] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CB.txt
[2025-12-18T20:18:32.649716] [INFO ] [sig       ] [605/3568] Completed CB in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-18T20:18:32.649755] [INFO ] [sig       ] [606/3568] Forecasting CBAN...
[2025-12-18T20:18:32.649783] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-18T20:18:32.649813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-18T20:18:32.660894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-18T20:18:32.661172] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-18T20:18:32.661966] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-18T20:18:32.662018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:32.662050] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:32.662076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:32.662142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:32.721637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:32.722492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:32.722595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:32.722631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:32.841993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:32.842137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:32.842178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:32.842206] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:32.845503] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-18T20:18:32.845795] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-18T20:18:32.845917] [INFO ] [sig       ] CBAN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:32.983872] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CBAN.txt
[2025-12-18T20:18:32.984011] [INFO ] [sig       ] [606/3568] Completed CBAN in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-18T20:18:32.984058] [INFO ] [sig       ] [607/3568] Forecasting CBL...
[2025-12-18T20:18:32.984090] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-18T20:18:32.984120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-18T20:18:32.995342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-18T20:18:32.995680] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-18T20:18:32.996694] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-18T20:18:32.996760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:32.996802] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:32.996839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:32.996916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:33.053657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:33.054449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:33.054540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:33.054603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:33.177084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:33.177243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:33.177288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:33.177316] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:33.180896] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=72.12%)
[2025-12-18T20:18:33.181185] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-18T20:18:33.181314] [INFO ] [sig       ] CBL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:33.320727] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CBL.txt
[2025-12-18T20:18:33.320875] [INFO ] [sig       ] [607/3568] Completed CBL in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:33.320913] [INFO ] [sig       ] [608/3568] Forecasting CBNK...
[2025-12-18T20:18:33.320944] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-18T20:18:33.320975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-18T20:18:33.332428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-18T20:18:33.332815] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-18T20:18:33.333599] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-18T20:18:33.333665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:33.333697] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:33.333723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:33.333779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:33.389642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:33.390398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:33.390485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:33.390518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:33.512017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:33.512205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:33.512258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:33.512330] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:33.515884] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-18T20:18:33.516180] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-18T20:18:33.516309] [INFO ] [sig       ] CBNK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:33.654102] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CBNK.txt
[2025-12-18T20:18:33.654272] [INFO ] [sig       ] [608/3568] Completed CBNK in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:33.654312] [INFO ] [sig       ] [609/3568] Forecasting CBRE...
[2025-12-18T20:18:33.654342] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-18T20:18:33.654373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-18T20:18:33.666442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-18T20:18:33.666795] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-18T20:18:33.667601] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-18T20:18:33.667653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:33.667685] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:33.667710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:33.667770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:33.722927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:33.723699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:33.723781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:33.723813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:33.842657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:33.842810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:33.842853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:33.842881] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:33.846259] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-18T20:18:33.846533] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-18T20:18:33.846674] [INFO ] [sig       ] CBRE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:33.985034] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CBRE.txt
[2025-12-18T20:18:33.985185] [INFO ] [sig       ] [609/3568] Completed CBRE in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:33.985224] [INFO ] [sig       ] [610/3568] Forecasting CBRL...
[2025-12-18T20:18:33.985255] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-18T20:18:33.985292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-18T20:18:33.996932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-18T20:18:33.997274] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-18T20:18:33.998107] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-18T20:18:33.998161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:33.998193] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:33.998219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:33.998276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:34.057239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:34.058139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:34.058232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:34.058265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:34.183480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:34.183647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:34.183693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:34.183725] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:34.187736] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=45.67%)
[2025-12-18T20:18:34.188018] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-18T20:18:34.188147] [INFO ] [sig       ] CBRL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:34.333509] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CBRL.txt
[2025-12-18T20:18:34.333731] [INFO ] [sig       ] [610/3568] Completed CBRL in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:34.333795] [INFO ] [sig       ] [611/3568] Forecasting CBSH...
[2025-12-18T20:18:34.333828] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-18T20:18:34.333860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-18T20:18:34.346823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-18T20:18:34.347225] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-18T20:18:34.348304] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-18T20:18:34.348358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:34.348390] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:34.348417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:34.348474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:34.410972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:34.411919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:34.412033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:34.412075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:34.538256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:34.538426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:34.538483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:34.538515] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:34.542712] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2025-12-18T20:18:34.543187] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-18T20:18:34.543317] [INFO ] [sig       ] CBSH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:34.689795] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CBSH.txt
[2025-12-18T20:18:34.689935] [INFO ] [sig       ] [611/3568] Completed CBSH in 0.4s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:34.689975] [INFO ] [sig       ] [612/3568] Forecasting CBUS...
[2025-12-18T20:18:34.690005] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-18T20:18:34.690035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-18T20:18:34.704045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-18T20:18:34.704520] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-18T20:18:34.705377] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-18T20:18:34.705432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:34.705464] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:34.705490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:34.705546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:34.761095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:34.762116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:34.762203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:34.762236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:34.884716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:34.884884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:34.884925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:34.884954] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:34.888294] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=18.37%)
[2025-12-18T20:18:34.888569] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-18T20:18:34.888711] [INFO ] [sig       ] CBUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:35.029836] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CBUS.txt
[2025-12-18T20:18:35.030113] [INFO ] [sig       ] [612/3568] Completed CBUS in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:35.030162] [INFO ] [sig       ] [613/3568] Forecasting CBZ...
[2025-12-18T20:18:35.030193] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-18T20:18:35.030228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-18T20:18:35.041949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-18T20:18:35.042262] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-18T20:18:35.043065] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-18T20:18:35.043118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:35.043151] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:35.043178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:35.043234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:35.098643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:35.099307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:35.099414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:35.099448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:35.215799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:35.215957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:35.215999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:35.216028] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:35.219413] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=75.73%)
[2025-12-18T20:18:35.219726] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-18T20:18:35.219850] [INFO ] [sig       ] CBZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:35.362167] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CBZ.txt
[2025-12-18T20:18:35.362323] [INFO ] [sig       ] [613/3568] Completed CBZ in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:35.362362] [INFO ] [sig       ] [614/3568] Forecasting CC...
[2025-12-18T20:18:35.362394] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-18T20:18:35.362424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-18T20:18:35.374510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-18T20:18:35.374908] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-18T20:18:35.375712] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-18T20:18:35.375766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:35.375798] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:35.375825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:35.375882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:35.433996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:35.434873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:35.434959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:35.434991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:35.557935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:35.558103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:35.558145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:35.558174] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:35.561565] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=43.47%)
[2025-12-18T20:18:35.561863] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-18T20:18:35.561989] [INFO ] [sig       ] CC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:35.701267] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CC.txt
[2025-12-18T20:18:35.701417] [INFO ] [sig       ] [614/3568] Completed CC in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:35.701458] [INFO ] [sig       ] [615/3568] Forecasting CCAP...
[2025-12-18T20:18:35.701487] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-18T20:18:35.701517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-18T20:18:35.714294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-18T20:18:35.714638] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-18T20:18:35.715405] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-18T20:18:35.715457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:35.715488] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:35.715515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:35.715593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:35.770765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:35.771544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:35.771702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:35.771743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:35.892013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:35.892192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:35.892237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:35.892268] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:35.895674] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-18T20:18:35.895961] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-18T20:18:35.896090] [INFO ] [sig       ] CCAP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:36.034566] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCAP.txt
[2025-12-18T20:18:36.034718] [INFO ] [sig       ] [615/3568] Completed CCAP in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:36.034758] [INFO ] [sig       ] [616/3568] Forecasting CCB...
[2025-12-18T20:18:36.034973] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-18T20:18:36.035003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-18T20:18:36.048639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-18T20:18:36.049071] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-18T20:18:36.049987] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-18T20:18:36.050041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:36.050074] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:36.050100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:36.050157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:36.114683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:36.115713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:36.115802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:36.115835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:36.239870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:36.240034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:36.240077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:36.240108] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:36.243776] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=30.67%)
[2025-12-18T20:18:36.244060] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-18T20:18:36.244207] [INFO ] [sig       ] CCB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:36.385393] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CCB.txt
[2025-12-18T20:18:36.385555] [INFO ] [sig       ] [616/3568] Completed CCB in 0.4s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:36.385621] [INFO ] [sig       ] [617/3568] Forecasting CCBG...
[2025-12-18T20:18:36.385653] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-18T20:18:36.385685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-18T20:18:36.400634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-18T20:18:36.401132] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-18T20:18:36.402283] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-18T20:18:36.402358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:36.402404] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:36.402444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:36.402527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:36.477299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:36.478180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:36.478269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:36.478303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:36.595612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:36.595780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:36.595823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:36.595851] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:36.599288] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-12-18T20:18:36.599612] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-18T20:18:36.599747] [INFO ] [sig       ] CCBG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:36.743549] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCBG.txt
[2025-12-18T20:18:36.743734] [INFO ] [sig       ] [617/3568] Completed CCBG in 0.4s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:36.743777] [INFO ] [sig       ] [618/3568] Forecasting CCCC...
[2025-12-18T20:18:36.743807] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-18T20:18:36.743839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-18T20:18:36.755664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-18T20:18:36.756065] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-18T20:18:36.756926] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-18T20:18:36.756982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:36.757017] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:36.757045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:36.757103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:36.817996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:36.818845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:36.818928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:36.818960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:36.942395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:36.942558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:36.942622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:36.942656] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:36.946115] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-18T20:18:36.946422] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-18T20:18:36.946552] [INFO ] [sig       ] CCCC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:37.093740] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CCCC.txt
[2025-12-18T20:18:37.093923] [INFO ] [sig       ] [618/3568] Completed CCCC in 0.4s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:37.093966] [INFO ] [sig       ] [619/3568] Forecasting CCD...
[2025-12-18T20:18:37.093995] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-18T20:18:37.094025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-18T20:18:37.105117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-18T20:18:37.105459] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-18T20:18:37.106288] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-18T20:18:37.106341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:37.106386] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:37.106415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:37.106473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:37.164441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:37.165357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:37.165444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:37.165479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:37.281673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:37.281839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:37.281883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:37.281912] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:37.285231] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-18T20:18:37.285508] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-18T20:18:37.285651] [INFO ] [sig       ] CCD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:37.428836] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCD.txt
[2025-12-18T20:18:37.428987] [INFO ] [sig       ] [619/3568] Completed CCD in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:37.429028] [INFO ] [sig       ] [620/3568] Forecasting CCEP...
[2025-12-18T20:18:37.429085] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-18T20:18:37.429118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-18T20:18:37.440810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-18T20:18:37.441266] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-18T20:18:37.442069] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-18T20:18:37.442121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:37.442151] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:37.442178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:37.442234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:37.500353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:37.500990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:37.501072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:37.501104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:37.626758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:37.626918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:37.626960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:37.626991] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:37.630463] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-18T20:18:37.630814] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-18T20:18:37.630962] [INFO ] [sig       ] CCEP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:37.774357] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCEP.txt
[2025-12-18T20:18:37.774522] [INFO ] [sig       ] [620/3568] Completed CCEP in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-18T20:18:37.774564] [INFO ] [sig       ] [621/3568] Forecasting CCI...
[2025-12-18T20:18:37.774614] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-18T20:18:37.774645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-18T20:18:37.786006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-18T20:18:37.786402] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-18T20:18:37.787218] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-18T20:18:37.787270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:37.787303] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:37.787330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:37.787388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:37.844265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:37.845208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:37.845297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:37.845329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:37.966669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:37.966835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:37.966876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:37.966905] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:37.970477] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-12-18T20:18:37.970811] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-18T20:18:37.970944] [INFO ] [sig       ] CCI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:38.112433] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CCI.txt
[2025-12-18T20:18:38.112626] [INFO ] [sig       ] [621/3568] Completed CCI in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-18T20:18:38.112671] [INFO ] [sig       ] [622/3568] Forecasting CCIF...
[2025-12-18T20:18:38.112705] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-18T20:18:38.112735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-18T20:18:38.124749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-18T20:18:38.125196] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-18T20:18:38.126056] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-18T20:18:38.126108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:38.126178] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:38.126217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:38.126310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:38.182722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:38.183620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:38.183702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:38.183735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:38.301406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:38.301587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:38.301635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:38.301664] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:38.305036] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-18T20:18:38.305312] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-18T20:18:38.305438] [INFO ] [sig       ] CCIF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:38.442790] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCIF.txt
[2025-12-18T20:18:38.442943] [INFO ] [sig       ] [622/3568] Completed CCIF in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-18T20:18:38.442990] [INFO ] [sig       ] [623/3568] Forecasting CCJ...
[2025-12-18T20:18:38.443023] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-18T20:18:38.443056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-18T20:18:38.454477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-18T20:18:38.454830] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-18T20:18:38.455632] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-18T20:18:38.455686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:38.455719] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:38.455747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:38.455821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:38.513109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:38.513886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:38.513969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:38.514002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:38.634494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:38.634666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:38.634717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:38.634755] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:38.638164] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-18T20:18:38.638442] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-18T20:18:38.638588] [INFO ] [sig       ] CCJ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:38.775665] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCJ.txt
[2025-12-18T20:18:38.775810] [INFO ] [sig       ] [623/3568] Completed CCJ in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-18T20:18:38.775850] [INFO ] [sig       ] [624/3568] Forecasting CCK...
[2025-12-18T20:18:38.775880] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-18T20:18:38.775911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-18T20:18:38.787894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-18T20:18:38.788295] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-18T20:18:38.789267] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-18T20:18:38.789323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:38.789359] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:38.789386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:38.789444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:38.849907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:38.850676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:38.850765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:38.850800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:38.979936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:38.980117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:38.980169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:38.980202] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:38.983815] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-18T20:18:38.984117] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-18T20:18:38.984300] [INFO ] [sig       ] CCK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:39.124690] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCK.txt
[2025-12-18T20:18:39.124841] [INFO ] [sig       ] [624/3568] Completed CCK in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:39.124882] [INFO ] [sig       ] [625/3568] Forecasting CCL...
[2025-12-18T20:18:39.124913] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-18T20:18:39.124945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-18T20:18:39.136678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-18T20:18:39.137232] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-18T20:18:39.138079] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-18T20:18:39.138133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:39.138165] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:39.138193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:39.138254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:39.195473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:39.196394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:39.196482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:39.196514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:39.327354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:39.327523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:39.327602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:39.327640] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:39.331339] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-18T20:18:39.331684] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-18T20:18:39.331850] [INFO ] [sig       ] CCL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:39.469962] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CCL.txt
[2025-12-18T20:18:39.470113] [INFO ] [sig       ] [625/3568] Completed CCL in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:39.470152] [INFO ] [sig       ] [626/3568] Forecasting CCLD...
[2025-12-18T20:18:39.470182] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-18T20:18:39.470212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-18T20:18:39.482748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-18T20:18:39.483132] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-18T20:18:39.483997] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-18T20:18:39.484051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:39.484086] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:39.484146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:39.484212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:39.542862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:39.543803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:39.543895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:39.543928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:39.679621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:39.679852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:39.679917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:39.679974] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:39.683848] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-18T20:18:39.684203] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-18T20:18:39.684358] [INFO ] [sig       ] CCLD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:39.828627] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCLD.txt
[2025-12-18T20:18:39.828790] [INFO ] [sig       ] [626/3568] Completed CCLD in 0.4s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:39.828828] [INFO ] [sig       ] [627/3568] Forecasting CCNE...
[2025-12-18T20:18:39.828860] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-18T20:18:39.828891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-18T20:18:39.842046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-18T20:18:39.842445] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-18T20:18:39.843342] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-18T20:18:39.843396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:39.843429] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:39.843456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:39.843513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:39.901735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:39.902618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:39.902709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:39.902744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:40.031838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:40.032006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:40.032048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:40.032078] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:40.035594] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-18T20:18:40.035942] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-18T20:18:40.036086] [INFO ] [sig       ] CCNE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:40.216230] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCNE.txt
[2025-12-18T20:18:40.216384] [INFO ] [sig       ] [627/3568] Completed CCNE in 0.4s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:40.216425] [INFO ] [sig       ] [628/3568] Forecasting CCO...
[2025-12-18T20:18:40.216453] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-18T20:18:40.216483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-18T20:18:40.228661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-18T20:18:40.229086] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-18T20:18:40.229968] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-18T20:18:40.230022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:40.230056] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:40.230082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:40.230139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:40.288334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:40.289317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:40.289425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:40.289488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:40.416178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:40.416354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:40.416411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:40.416448] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:40.423221] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=71.62%)
[2025-12-18T20:18:40.423620] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-18T20:18:40.423772] [INFO ] [sig       ] CCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:40.568054] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCO.txt
[2025-12-18T20:18:40.568219] [INFO ] [sig       ] [628/3568] Completed CCO in 0.4s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:40.568261] [INFO ] [sig       ] [629/3568] Forecasting CCOI...
[2025-12-18T20:18:40.568292] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-18T20:18:40.568321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-18T20:18:40.579863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-18T20:18:40.580242] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-18T20:18:40.581046] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-18T20:18:40.581100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:40.581134] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:40.581162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:40.581221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:40.639433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:40.640303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:40.640390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:40.640424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:40.758319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:40.758482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:40.758528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:40.758558] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:40.762148] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=21.89%)
[2025-12-18T20:18:40.762551] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-18T20:18:40.762733] [INFO ] [sig       ] CCOI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:40.907511] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CCOI.txt
[2025-12-18T20:18:40.907685] [INFO ] [sig       ] [629/3568] Completed CCOI in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:40.907728] [INFO ] [sig       ] [630/3568] Forecasting CCRN...
[2025-12-18T20:18:40.907758] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-18T20:18:40.907792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-18T20:18:40.919405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-18T20:18:40.919801] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-18T20:18:40.920565] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-18T20:18:40.920638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:40.920670] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:40.920709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:40.920768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:40.979217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:40.980087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:40.980171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:40.980205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:41.106469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:41.106645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:41.106687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:41.106717] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:41.110027] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-18T20:18:41.110306] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-18T20:18:41.110431] [INFO ] [sig       ] CCRN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:41.251223] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CCRN.txt
[2025-12-18T20:18:41.251373] [INFO ] [sig       ] [630/3568] Completed CCRN in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:41.251414] [INFO ] [sig       ] [631/3568] Forecasting CCS...
[2025-12-18T20:18:41.251444] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-18T20:18:41.251473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-18T20:18:41.263337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-18T20:18:41.263659] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-18T20:18:41.264481] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-18T20:18:41.264533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:41.264565] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:41.264619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:41.264689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:41.322038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:41.322726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:41.322820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:41.322856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:41.443334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:41.443554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:41.443623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:41.443654] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:41.447053] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=65.47%)
[2025-12-18T20:18:41.447331] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-18T20:18:41.447457] [INFO ] [sig       ] CCS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:41.586043] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CCS.txt
[2025-12-18T20:18:41.586177] [INFO ] [sig       ] [631/3568] Completed CCS in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:41.586216] [INFO ] [sig       ] [632/3568] Forecasting CCSI...
[2025-12-18T20:18:41.586245] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-18T20:18:41.586274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-18T20:18:41.597333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-18T20:18:41.597636] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-18T20:18:41.598385] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-18T20:18:41.598435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:41.598466] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:41.598493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:41.598549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:41.655152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:41.655821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:41.655929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:41.655964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:41.771045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:41.771200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:41.771245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:41.771275] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:41.775238] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-18T20:18:41.775515] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-18T20:18:41.775659] [INFO ] [sig       ] CCSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:41.915822] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CCSI.txt
[2025-12-18T20:18:41.915956] [INFO ] [sig       ] [632/3568] Completed CCSI in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:41.915994] [INFO ] [sig       ] [633/3568] Forecasting CDC...
[2025-12-18T20:18:41.916025] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-18T20:18:41.916054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-18T20:18:41.928984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-18T20:18:41.929460] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-18T20:18:41.930515] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-18T20:18:41.930602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:41.930647] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:41.930685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:41.930773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:42.005103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:42.006117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:42.006201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:42.006234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:42.128883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:42.129057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:42.129102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:42.129130] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:42.132472] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-18T20:18:42.132773] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-18T20:18:42.132899] [INFO ] [sig       ] CDC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:42.272531] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CDC.txt
[2025-12-18T20:18:42.272685] [INFO ] [sig       ] [633/3568] Completed CDC in 0.4s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:42.272726] [INFO ] [sig       ] [634/3568] Forecasting CDE...
[2025-12-18T20:18:42.272761] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-18T20:18:42.272798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-18T20:18:42.284845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-18T20:18:42.285125] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-18T20:18:42.285905] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-18T20:18:42.285956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:42.285987] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:42.286013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:42.286069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:42.342248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:42.342913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:42.342990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:42.343022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:42.461823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:42.461982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:42.462024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:42.462051] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:42.465439] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-18T20:18:42.465772] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-18T20:18:42.465909] [INFO ] [sig       ] CDE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:42.601898] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CDE.txt
[2025-12-18T20:18:42.602034] [INFO ] [sig       ] [634/3568] Completed CDE in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:42.602074] [INFO ] [sig       ] [635/3568] Forecasting CDIO...
[2025-12-18T20:18:42.602105] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-18T20:18:42.602135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-18T20:18:42.614955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-18T20:18:42.615257] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-18T20:18:42.616023] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-18T20:18:42.616076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:42.616107] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:42.616134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:42.616190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:42.671095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:42.671779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:42.671858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:42.671889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:42.794413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:42.794707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:42.794752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:42.794781] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:42.798134] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: DOWN (p=19.33%)
[2025-12-18T20:18:42.798406] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-18T20:18:42.798526] [INFO ] [sig       ] CDIO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:42.939550] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CDIO.txt
[2025-12-18T20:18:42.939723] [INFO ] [sig       ] [635/3568] Completed CDIO in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:42.939763] [INFO ] [sig       ] [636/3568] Forecasting CDL...
[2025-12-18T20:18:42.939794] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-18T20:18:42.939823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-18T20:18:42.950613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-18T20:18:42.950945] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-18T20:18:42.951780] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-18T20:18:42.951834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:42.951867] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:42.951895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:42.951952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:43.012972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:43.013838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:43.013922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:43.013956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:43.123414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:43.123568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:43.123629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:43.123661] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:43.127147] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-18T20:18:43.127424] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-18T20:18:43.127554] [INFO ] [sig       ] CDL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:43.268808] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CDL.txt
[2025-12-18T20:18:43.268939] [INFO ] [sig       ] [636/3568] Completed CDL in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:43.268976] [INFO ] [sig       ] [637/3568] Forecasting CDNA...
[2025-12-18T20:18:43.269005] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-18T20:18:43.269052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-18T20:18:43.280834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-18T20:18:43.281109] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-18T20:18:43.281869] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-18T20:18:43.281920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:43.281951] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:43.281977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:43.282033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:43.348236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:43.349539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:43.349674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:43.349729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:43.469432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:43.469615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:43.469672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:43.469704] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:43.473215] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-18T20:18:43.473497] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-18T20:18:43.473644] [INFO ] [sig       ] CDNA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:43.618894] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CDNA.txt
[2025-12-18T20:18:43.619112] [INFO ] [sig       ] [637/3568] Completed CDNA in 0.4s | 2.91 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-18T20:18:43.619178] [INFO ] [sig       ] [638/3568] Forecasting CDNS...
[2025-12-18T20:18:43.619225] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-18T20:18:43.619269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-18T20:18:43.632918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-18T20:18:43.633325] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-18T20:18:43.634142] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-18T20:18:43.634194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:43.634227] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:43.634253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:43.634310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:43.693208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:43.694089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:43.694175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:43.694208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:43.817876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:43.818041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:43.818083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:43.818115] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:43.821570] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=76.91%)
[2025-12-18T20:18:43.821891] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-18T20:18:43.822022] [INFO ] [sig       ] CDNS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:43.962536] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CDNS.txt
[2025-12-18T20:18:43.962706] [INFO ] [sig       ] [638/3568] Completed CDNS in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-18T20:18:43.962745] [INFO ] [sig       ] [639/3568] Forecasting CDP...
[2025-12-18T20:18:43.962773] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-18T20:18:43.962804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-18T20:18:43.974303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-18T20:18:43.974659] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-18T20:18:43.975405] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-18T20:18:43.975456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:43.975514] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:43.975542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:43.975619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:44.032242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:44.033099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:44.033181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:44.033213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:44.151902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:44.152084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:44.152128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:44.152157] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:44.155606] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=80.01%)
[2025-12-18T20:18:44.155930] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-18T20:18:44.156069] [INFO ] [sig       ] CDP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:44.301544] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CDP.txt
[2025-12-18T20:18:44.301723] [INFO ] [sig       ] [639/3568] Completed CDP in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-18T20:18:44.301763] [INFO ] [sig       ] [640/3568] Forecasting CDRE...
[2025-12-18T20:18:44.301792] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-18T20:18:44.301823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-18T20:18:44.313981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-18T20:18:44.314496] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-18T20:18:44.315262] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-18T20:18:44.315322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:44.315353] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:44.315380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:44.315435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:44.372087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:44.372709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:44.372786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:44.372818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:44.489771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:44.489921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:44.489963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:44.489992] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:44.493267] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-18T20:18:44.493534] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-18T20:18:44.493673] [INFO ] [sig       ] CDRE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:44.631116] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CDRE.txt
[2025-12-18T20:18:44.631242] [INFO ] [sig       ] [640/3568] Completed CDRE in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-18T20:18:44.631280] [INFO ] [sig       ] [641/3568] Forecasting CDRO...
[2025-12-18T20:18:44.631310] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-18T20:18:44.631339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-18T20:18:44.641479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-18T20:18:44.641803] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-18T20:18:44.642552] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-18T20:18:44.642628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:44.642661] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:44.642687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:44.642743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:44.699335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:44.700099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:44.700183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:44.700215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:44.808092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:44.808249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:44.808290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:44.808320] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:44.811654] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=72.15%)
[2025-12-18T20:18:44.811931] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-18T20:18:44.812056] [INFO ] [sig       ] CDRO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:44.950920] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CDRO.txt
[2025-12-18T20:18:44.951050] [INFO ] [sig       ] [641/3568] Completed CDRO in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-18T20:18:44.951088] [INFO ] [sig       ] [642/3568] Forecasting CDTX...
[2025-12-18T20:18:44.951118] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-18T20:18:44.951150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-18T20:18:44.962143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-18T20:18:44.962413] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-18T20:18:44.963171] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-18T20:18:44.963222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:44.963254] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:44.963280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:44.963336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:45.020162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:45.020818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:45.020899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:45.020930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:45.140356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:45.140540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:45.140596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:45.140655] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:45.144065] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-12-18T20:18:45.144343] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-18T20:18:45.144465] [INFO ] [sig       ] CDTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:45.283141] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CDTX.txt
[2025-12-18T20:18:45.283343] [INFO ] [sig       ] [642/3568] Completed CDTX in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:45.283403] [INFO ] [sig       ] [643/3568] Forecasting CDXS...
[2025-12-18T20:18:45.283437] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-18T20:18:45.283468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-18T20:18:45.294882] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CDXS'.
[2025-12-18T20:18:45.295221] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-18T20:18:45.296030] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-18T20:18:45.296094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:45.296128] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:45.296156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:45.296218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:45.365284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:45.366159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:45.366251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:45.366283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:45.486307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:45.486457] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:18:45.486497] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:45.486525] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:45.490254] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-12-18T20:18:45.490554] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-18T20:18:45.490702] [INFO ] [sig       ] CDXS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-18T20:18:45.635234] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDXS.txt
[2025-12-18T20:18:45.635372] [INFO ] [sig       ] [643/3568] Completed CDXS in 0.4s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:45.635428] [INFO ] [sig       ] [644/3568] Forecasting CDZI...
[2025-12-18T20:18:45.635460] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-18T20:18:45.635490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-18T20:18:45.646272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-18T20:18:45.646548] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-18T20:18:45.647337] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-18T20:18:45.647388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:45.647419] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:45.647444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:45.647500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:45.702618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:45.703214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:45.703290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:45.703321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:45.824798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:45.824950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:45.824990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:45.825020] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:45.828320] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-12-18T20:18:45.828607] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-18T20:18:45.828730] [INFO ] [sig       ] CDZI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:45.964877] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CDZI.txt
[2025-12-18T20:18:45.965012] [INFO ] [sig       ] [644/3568] Completed CDZI in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:45.965049] [INFO ] [sig       ] [645/3568] Forecasting CE...
[2025-12-18T20:18:45.965078] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-18T20:18:45.965108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-18T20:18:45.976312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-18T20:18:45.976626] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-18T20:18:45.977381] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-18T20:18:45.977431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:45.977462] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:45.977488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:45.977544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:46.032716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:46.033351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:46.033430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:46.033461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:46.157501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:46.157662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:46.157703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:46.157731] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:46.160974] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-18T20:18:46.161244] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-18T20:18:46.161364] [INFO ] [sig       ] CE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:46.303455] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CE.txt
[2025-12-18T20:18:46.303604] [INFO ] [sig       ] [645/3568] Completed CE in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:46.303645] [INFO ] [sig       ] [646/3568] Forecasting CECO...
[2025-12-18T20:18:46.303674] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-18T20:18:46.303703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-18T20:18:46.315846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-18T20:18:46.316199] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-18T20:18:46.317028] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-18T20:18:46.317080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:46.317113] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:46.317140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:46.317198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:46.377160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:46.377801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:46.377880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:46.377914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:46.494290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:46.494448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:46.494491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:46.494521] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:46.498623] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=34.94%)
[2025-12-18T20:18:46.499024] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-18T20:18:46.499232] [INFO ] [sig       ] CECO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:46.642543] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CECO.txt
[2025-12-18T20:18:46.642695] [INFO ] [sig       ] [646/3568] Completed CECO in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:46.642741] [INFO ] [sig       ] [647/3568] Forecasting CEG...
[2025-12-18T20:18:46.642773] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-18T20:18:46.642802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-18T20:18:46.654055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-18T20:18:46.654343] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-18T20:18:46.655156] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-18T20:18:46.655210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:46.655243] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:46.655271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:46.655328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:46.714778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:46.715414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:46.715494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:46.715526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:46.836645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:46.836769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:46.836811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:46.836841] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:46.840182] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-18T20:18:46.840458] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-18T20:18:46.840610] [INFO ] [sig       ] CEG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:46.983087] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CEG.txt
[2025-12-18T20:18:46.983201] [INFO ] [sig       ] [647/3568] Completed CEG in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:46.983239] [INFO ] [sig       ] [648/3568] Forecasting CELC...
[2025-12-18T20:18:46.983268] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-18T20:18:46.983298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-18T20:18:46.994926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-18T20:18:46.995210] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-18T20:18:46.995977] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-18T20:18:46.996028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:46.996059] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:46.996085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:46.996142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:47.055996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:47.056891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:47.056977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:47.057015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:47.173507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:47.173682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:47.173725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:47.173755] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:47.177198] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=39.37%)
[2025-12-18T20:18:47.177480] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-18T20:18:47.177641] [INFO ] [sig       ] CELC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:47.324445] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CELC.txt
[2025-12-18T20:18:47.324619] [INFO ] [sig       ] [648/3568] Completed CELC in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:47.324667] [INFO ] [sig       ] [649/3568] Forecasting CELH...
[2025-12-18T20:18:47.324699] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-18T20:18:47.324731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-18T20:18:47.336608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-18T20:18:47.336921] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-18T20:18:47.337757] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-18T20:18:47.337810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:47.337842] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:47.337871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:47.337929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:47.397460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:47.398194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:47.398303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:47.398339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:47.519286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:47.519444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:47.519487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:47.519518] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:47.523006] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=14.00%)
[2025-12-18T20:18:47.523292] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-18T20:18:47.523420] [INFO ] [sig       ] CELH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:47.666027] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CELH.txt
[2025-12-18T20:18:47.666149] [INFO ] [sig       ] [649/3568] Completed CELH in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:47.666187] [INFO ] [sig       ] [650/3568] Forecasting CELZ...
[2025-12-18T20:18:47.666218] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-18T20:18:47.666247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-18T20:18:47.676849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-18T20:18:47.677171] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-18T20:18:47.677949] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-18T20:18:47.678000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:47.678032] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:47.678058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:47.678114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:47.736602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:47.737453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:47.737540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:47.737594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:47.852276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:47.852421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:47.852477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:47.852507] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:47.855808] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-12-18T20:18:47.856077] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-18T20:18:47.856199] [INFO ] [sig       ] CELZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:47.995153] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CELZ.txt
[2025-12-18T20:18:47.995283] [INFO ] [sig       ] [650/3568] Completed CELZ in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:47.995321] [INFO ] [sig       ] [651/3568] Forecasting CENTA...
[2025-12-18T20:18:47.995359] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-18T20:18:47.995388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-18T20:18:48.006250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-18T20:18:48.006522] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-18T20:18:48.007288] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-18T20:18:48.007339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:48.007378] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:48.007404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:48.007459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:48.066899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:48.067596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:48.067678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:48.067713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:48.186962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:48.187130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:48.187171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:48.187199] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:48.190641] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=59.56%)
[2025-12-18T20:18:48.190960] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-18T20:18:48.191097] [INFO ] [sig       ] CENTA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:48.332219] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CENTA.txt
[2025-12-18T20:18:48.332358] [INFO ] [sig       ] [651/3568] Completed CENTA in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:48.332400] [INFO ] [sig       ] [652/3568] Forecasting CENX...
[2025-12-18T20:18:48.332429] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-18T20:18:48.332460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-18T20:18:48.344670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-18T20:18:48.345022] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-18T20:18:48.345805] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-18T20:18:48.345857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:48.345889] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:48.345916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:48.345973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:48.403651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:48.404543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:48.404650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:48.404685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:48.529694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:48.529859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:48.529903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:48.529933] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:48.533678] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-18T20:18:48.533953] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-18T20:18:48.534081] [INFO ] [sig       ] CENX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:48.675138] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CENX.txt
[2025-12-18T20:18:48.675287] [INFO ] [sig       ] [652/3568] Completed CENX in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:48.675327] [INFO ] [sig       ] [653/3568] Forecasting CERS...
[2025-12-18T20:18:48.675356] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-18T20:18:48.675385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-18T20:18:48.687506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-18T20:18:48.687852] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-18T20:18:48.688638] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-18T20:18:48.688698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:48.688737] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:48.688766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:48.688832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:48.748016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:48.748945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:48.749065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:48.749104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:48.864778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:48.864935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:48.864987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:48.865024] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:48.868600] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-12-18T20:18:48.868872] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-18T20:18:48.868992] [INFO ] [sig       ] CERS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:49.005544] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CERS.txt
[2025-12-18T20:18:49.005692] [INFO ] [sig       ] [653/3568] Completed CERS in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:49.005730] [INFO ] [sig       ] [654/3568] Forecasting CETX...
[2025-12-18T20:18:49.005761] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-18T20:18:49.005790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-18T20:18:49.016793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-18T20:18:49.017105] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-18T20:18:49.017905] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-18T20:18:49.017959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:49.018002] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:49.018032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:49.018090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:49.074698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:49.075404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:49.075486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:49.075519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:49.187533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:49.187694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:49.187736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:49.187765] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:49.191137] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: UP (p=66.32%)
[2025-12-18T20:18:49.191408] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-18T20:18:49.191530] [INFO ] [sig       ] CETX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:49.387399] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CETX.txt
[2025-12-18T20:18:49.387536] [INFO ] [sig       ] [654/3568] Completed CETX in 0.4s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:49.387590] [INFO ] [sig       ] [655/3568] Forecasting CEVA...
[2025-12-18T20:18:49.387623] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-18T20:18:49.387652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-18T20:18:49.399195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-18T20:18:49.399522] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-18T20:18:49.400324] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-18T20:18:49.400380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:49.400413] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:49.400439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:49.400495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:49.459774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:49.460684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:49.460769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:49.460803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:49.586190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:49.586344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:49.586385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:49.586413] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:49.589837] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-18T20:18:49.590115] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-18T20:18:49.590239] [INFO ] [sig       ] CEVA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:49.726983] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CEVA.txt
[2025-12-18T20:18:49.727117] [INFO ] [sig       ] [655/3568] Completed CEVA in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-18T20:18:49.727159] [INFO ] [sig       ] [656/3568] Forecasting CF...
[2025-12-18T20:18:49.727190] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-18T20:18:49.727220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-18T20:18:49.738277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-18T20:18:49.738599] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-18T20:18:49.739378] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-18T20:18:49.739460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:49.739495] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:49.739522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:49.739596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:49.794086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:49.794819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:49.794900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:49.794934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:49.911896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:49.912047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:49.912090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:49.912119] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:49.915418] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-12-18T20:18:49.915711] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-18T20:18:49.915836] [INFO ] [sig       ] CF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:50.050759] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CF.txt
[2025-12-18T20:18:50.050894] [INFO ] [sig       ] [656/3568] Completed CF in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-18T20:18:50.050933] [INFO ] [sig       ] [657/3568] Forecasting CFFN...
[2025-12-18T20:18:50.050966] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-18T20:18:50.050997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-18T20:18:50.064441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-18T20:18:50.064896] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-18T20:18:50.065978] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-18T20:18:50.066043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:50.066090] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:50.066128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:50.066207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:50.137640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:50.138741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:50.138827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:50.138861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:50.255232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:50.255392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:50.255435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:50.255463] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:50.258793] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=60.86%)
[2025-12-18T20:18:50.259077] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-18T20:18:50.259199] [INFO ] [sig       ] CFFN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:50.398091] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CFFN.txt
[2025-12-18T20:18:50.398246] [INFO ] [sig       ] [657/3568] Completed CFFN in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-18T20:18:50.398284] [INFO ] [sig       ] [658/3568] Forecasting CFG...
[2025-12-18T20:18:50.398319] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-18T20:18:50.398352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-18T20:18:50.410462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-18T20:18:50.410893] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-18T20:18:50.411768] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-18T20:18:50.411825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:50.411859] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:50.411887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:50.411944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:50.473325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:50.474299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:50.474384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:50.474418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:50.594855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:50.595017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:50.595060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:50.595090] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:50.598530] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-18T20:18:50.598850] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-18T20:18:50.598985] [INFO ] [sig       ] CFG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:50.743391] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CFG.txt
[2025-12-18T20:18:50.743542] [INFO ] [sig       ] [658/3568] Completed CFG in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-18T20:18:50.743601] [INFO ] [sig       ] [659/3568] Forecasting CFO...
[2025-12-18T20:18:50.743634] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-18T20:18:50.743665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-18T20:18:50.754708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-18T20:18:50.755121] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-18T20:18:50.755995] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-18T20:18:50.756050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:50.756081] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:50.756108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:50.756166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:50.815368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:50.816231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:50.816331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:50.816376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:50.925220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:50.925380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:50.925462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:50.925494] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:50.929078] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-18T20:18:50.929433] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-18T20:18:50.929595] [INFO ] [sig       ] CFO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:51.069347] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CFO.txt
[2025-12-18T20:18:51.069504] [INFO ] [sig       ] [659/3568] Completed CFO in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:51.069554] [INFO ] [sig       ] [660/3568] Forecasting CG...
[2025-12-18T20:18:51.069603] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-18T20:18:51.069634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-18T20:18:51.081428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-18T20:18:51.081854] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-18T20:18:51.082643] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-18T20:18:51.082695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:51.082725] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:51.082751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:51.082807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:51.139905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:51.140760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:51.140844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:51.140877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:51.268618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:51.268789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:51.268841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:51.268873] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:51.272658] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-18T20:18:51.272993] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-18T20:18:51.273143] [INFO ] [sig       ] CG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:51.418237] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CG.txt
[2025-12-18T20:18:51.418380] [INFO ] [sig       ] [660/3568] Completed CG in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:51.418419] [INFO ] [sig       ] [661/3568] Forecasting CGABL...
[2025-12-18T20:18:51.418449] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-18T20:18:51.418478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-18T20:18:51.431208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-18T20:18:51.431587] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-18T20:18:51.432388] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-18T20:18:51.432439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:51.432470] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:51.432496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:51.432551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:51.487515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:51.488341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:51.488426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:51.488458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:51.601501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:51.601684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:51.601730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:51.601774] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:51.605105] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=27.31%)
[2025-12-18T20:18:51.605378] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-18T20:18:51.605501] [INFO ] [sig       ] CGABL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:51.742390] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CGABL.txt
[2025-12-18T20:18:51.742536] [INFO ] [sig       ] [661/3568] Completed CGABL in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:51.742592] [INFO ] [sig       ] [662/3568] Forecasting CGBD...
[2025-12-18T20:18:51.742624] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-18T20:18:51.742654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-18T20:18:51.754552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-18T20:18:51.754905] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-18T20:18:51.755727] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-18T20:18:51.755780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:51.755812] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:51.755838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:51.755896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:51.813112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:51.813865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:51.813949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:51.813984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:51.928610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:51.928770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:51.928812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:51.928840] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:51.932162] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-18T20:18:51.932488] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-18T20:18:51.932645] [INFO ] [sig       ] CGBD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:52.070773] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CGBD.txt
[2025-12-18T20:18:52.070927] [INFO ] [sig       ] [662/3568] Completed CGBD in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:52.070966] [INFO ] [sig       ] [663/3568] Forecasting CGC...
[2025-12-18T20:18:52.071003] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-18T20:18:52.071059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-18T20:18:52.083240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-18T20:18:52.083653] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-18T20:18:52.084521] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-18T20:18:52.084605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:52.084647] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:52.084675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:52.084731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:52.139613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:52.140365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:52.140445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:52.140476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:52.258987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:52.259160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:52.259202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:52.259230] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:52.262619] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=76.43%)
[2025-12-18T20:18:52.262905] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-18T20:18:52.263027] [INFO ] [sig       ] CGC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:52.400127] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CGC.txt
[2025-12-18T20:18:52.400272] [INFO ] [sig       ] [663/3568] Completed CGC in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:52.400311] [INFO ] [sig       ] [664/3568] Forecasting CGEM...
[2025-12-18T20:18:52.400341] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-18T20:18:52.400371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-18T20:18:52.412780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-18T20:18:52.413222] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-18T20:18:52.414311] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-18T20:18:52.414366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:52.414399] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:52.414427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:52.414484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:52.474367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:52.475257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:52.475346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:52.475380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:52.596561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:52.596739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:52.596782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:52.596814] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:52.600234] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-12-18T20:18:52.600511] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-18T20:18:52.600674] [INFO ] [sig       ] CGEM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:52.739620] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CGEM.txt
[2025-12-18T20:18:52.739754] [INFO ] [sig       ] [664/3568] Completed CGEM in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:52.739792] [INFO ] [sig       ] [665/3568] Forecasting CGEN...
[2025-12-18T20:18:52.739822] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-18T20:18:52.739853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-18T20:18:52.751600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-18T20:18:52.751941] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-18T20:18:52.752756] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-18T20:18:52.752812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:52.752844] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:52.752872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:52.752940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:52.811217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:52.812057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:52.812142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:52.812176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:52.933315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:52.933478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:52.933521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:52.933552] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:52.937080] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-18T20:18:52.937388] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-18T20:18:52.937525] [INFO ] [sig       ] CGEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:53.082823] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CGEN.txt
[2025-12-18T20:18:53.082969] [INFO ] [sig       ] [665/3568] Completed CGEN in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:53.083008] [INFO ] [sig       ] [666/3568] Forecasting CGNX...
[2025-12-18T20:18:53.083038] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-18T20:18:53.083066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-18T20:18:53.094422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-18T20:18:53.094782] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-18T20:18:53.095540] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-18T20:18:53.095612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:53.095645] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:53.095672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:53.095728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:53.151522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:53.152392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:53.152478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:53.152512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:53.272536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:53.272712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:53.272756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:53.272786] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:53.276217] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-18T20:18:53.276506] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-18T20:18:53.276652] [INFO ] [sig       ] CGNX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:53.415641] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CGNX.txt
[2025-12-18T20:18:53.415798] [INFO ] [sig       ] [666/3568] Completed CGNX in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:53.415837] [INFO ] [sig       ] [667/3568] Forecasting CGO...
[2025-12-18T20:18:53.415867] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-18T20:18:53.415896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-18T20:18:53.427889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-18T20:18:53.428247] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-18T20:18:53.429081] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-18T20:18:53.429148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:53.429181] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:53.429207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:53.429263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:53.486779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:53.487513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:53.487634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:53.487672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:53.602198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:53.602354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:53.602397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:53.602426] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:53.605852] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=56.04%)
[2025-12-18T20:18:53.606144] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-18T20:18:53.606269] [INFO ] [sig       ] CGO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:53.752229] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CGO.txt
[2025-12-18T20:18:53.752375] [INFO ] [sig       ] [667/3568] Completed CGO in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:53.752417] [INFO ] [sig       ] [668/3568] Forecasting CGON...
[2025-12-18T20:18:53.752447] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-18T20:18:53.752482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-18T20:18:53.766025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-18T20:18:53.766691] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-18T20:18:53.767664] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-18T20:18:53.767765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:53.767802] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:53.767831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:53.767896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:53.827718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:53.829005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:53.829133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:53.829170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:53.954326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:53.954591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:53.954643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:53.954673] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:53.958721] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-12-18T20:18:53.959079] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-18T20:18:53.959232] [INFO ] [sig       ] CGON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:54.100965] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CGON.txt
[2025-12-18T20:18:54.101168] [INFO ] [sig       ] [668/3568] Completed CGON in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:54.101211] [INFO ] [sig       ] [669/3568] Forecasting CGTX...
[2025-12-18T20:18:54.101243] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-18T20:18:54.101274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-18T20:18:54.115176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-18T20:18:54.115691] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-18T20:18:54.116599] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-18T20:18:54.116653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:54.116687] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:54.116714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:54.116773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:54.176072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:54.177114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:54.177207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:54.177247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:54.312011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:54.312180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:54.312224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:54.312253] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:54.316801] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-12-18T20:18:54.317212] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-18T20:18:54.317416] [INFO ] [sig       ] CGTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:54.475363] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CGTX.txt
[2025-12-18T20:18:54.475530] [INFO ] [sig       ] [669/3568] Completed CGTX in 0.4s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:54.475592] [INFO ] [sig       ] [670/3568] Forecasting CHCI...
[2025-12-18T20:18:54.475627] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-18T20:18:54.475657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-18T20:18:54.486990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-18T20:18:54.487377] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-18T20:18:54.488184] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-18T20:18:54.488237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:54.488441] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:54.488467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:54.488524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:54.546367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:54.547361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:54.547457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:54.547491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:54.667140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:54.667306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:54.667349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:54.667379] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:54.670996] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-18T20:18:54.671380] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-18T20:18:54.671532] [INFO ] [sig       ] CHCI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:54.817887] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHCI.txt
[2025-12-18T20:18:54.818031] [INFO ] [sig       ] [670/3568] Completed CHCI in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:54.818071] [INFO ] [sig       ] [671/3568] Forecasting CHCO...
[2025-12-18T20:18:54.818103] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-18T20:18:54.818133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-18T20:18:54.830088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-18T20:18:54.830405] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-18T20:18:54.831186] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-18T20:18:54.831238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:54.831270] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:54.831296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:54.831351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:54.886421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:54.887163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:54.887241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:54.887273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:55.007326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:55.007493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:55.007534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:55.007563] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:55.010896] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=66.29%)
[2025-12-18T20:18:55.011175] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-18T20:18:55.011298] [INFO ] [sig       ] CHCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:55.151948] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHCO.txt
[2025-12-18T20:18:55.152100] [INFO ] [sig       ] [671/3568] Completed CHCO in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:55.152141] [INFO ] [sig       ] [672/3568] Forecasting CHD...
[2025-12-18T20:18:55.152170] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-18T20:18:55.152389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-18T20:18:55.164103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-18T20:18:55.164414] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-18T20:18:55.165210] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-18T20:18:55.165262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:55.165293] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:55.165320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:55.165376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:55.220564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:55.221338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:55.221418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:55.221450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:55.344050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:55.344212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:55.344253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:55.344281] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:55.347590] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-12-18T20:18:55.347878] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-18T20:18:55.348000] [INFO ] [sig       ] CHD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:55.485590] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHD.txt
[2025-12-18T20:18:55.485761] [INFO ] [sig       ] [672/3568] Completed CHD in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:55.485799] [INFO ] [sig       ] [673/3568] Forecasting CHDN...
[2025-12-18T20:18:55.485829] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-18T20:18:55.485860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-18T20:18:55.497356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-18T20:18:55.497661] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-18T20:18:55.498434] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-18T20:18:55.498485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:55.498517] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:55.498543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:55.498619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:55.553384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:55.554040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:55.554118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:55.554150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:55.674775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:55.674926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:55.674966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:55.674995] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:55.678254] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-18T20:18:55.678524] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-18T20:18:55.678660] [INFO ] [sig       ] CHDN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:55.815442] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CHDN.txt
[2025-12-18T20:18:55.815555] [INFO ] [sig       ] [673/3568] Completed CHDN in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-18T20:18:55.815612] [INFO ] [sig       ] [674/3568] Forecasting CHE...
[2025-12-18T20:18:55.815648] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-18T20:18:55.815677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-18T20:18:55.826629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-18T20:18:55.826895] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-18T20:18:55.827653] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-18T20:18:55.827704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:55.827735] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:55.827762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:55.827824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:55.883253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:55.883854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:55.883931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:55.883962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:55.999683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:55.999845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:55.999902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:55.999933] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:56.003306] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-18T20:18:56.003591] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-18T20:18:56.003715] [INFO ] [sig       ] CHE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:56.143550] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CHE.txt
[2025-12-18T20:18:56.143727] [INFO ] [sig       ] [674/3568] Completed CHE in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-18T20:18:56.143766] [INFO ] [sig       ] [675/3568] Forecasting CHEF...
[2025-12-18T20:18:56.143798] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-18T20:18:56.143828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-18T20:18:56.155123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-18T20:18:56.155477] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-18T20:18:56.156247] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-18T20:18:56.156299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:56.156330] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:56.156356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:56.156411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:56.212438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:56.213240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:56.213325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:56.213358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:56.330305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:56.330481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:56.330525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:56.330553] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:56.333946] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=85.12%)
[2025-12-18T20:18:56.334249] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-18T20:18:56.334384] [INFO ] [sig       ] CHEF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:56.473205] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHEF.txt
[2025-12-18T20:18:56.473346] [INFO ] [sig       ] [675/3568] Completed CHEF in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:56.473386] [INFO ] [sig       ] [676/3568] Forecasting CHH...
[2025-12-18T20:18:56.473417] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-18T20:18:56.473446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-18T20:18:56.485269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-18T20:18:56.485679] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-18T20:18:56.486464] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-18T20:18:56.486516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:56.486547] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:56.486599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:56.486659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:56.543011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:56.543918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:56.544000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:56.544032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:56.665771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:56.665964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:56.666007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:56.666035] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:56.669703] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-18T20:18:56.669977] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-18T20:18:56.670102] [INFO ] [sig       ] CHH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:56.807106] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHH.txt
[2025-12-18T20:18:56.807232] [INFO ] [sig       ] [676/3568] Completed CHH in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:56.807271] [INFO ] [sig       ] [677/3568] Forecasting CHI...
[2025-12-18T20:18:56.807302] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-18T20:18:56.807331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-18T20:18:56.818430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-18T20:18:56.818755] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-18T20:18:56.819532] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-18T20:18:56.819602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:56.819636] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:56.819663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:56.819718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:56.874551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:56.875187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:56.875262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:56.875294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:56.993689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:56.993830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:56.993869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:56.993896] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:56.997223] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=58.49%)
[2025-12-18T20:18:56.997504] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-18T20:18:56.997646] [INFO ] [sig       ] CHI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:57.137729] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHI.txt
[2025-12-18T20:18:57.137854] [INFO ] [sig       ] [677/3568] Completed CHI in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:57.137892] [INFO ] [sig       ] [678/3568] Forecasting CHKP...
[2025-12-18T20:18:57.137922] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-18T20:18:57.137951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-18T20:18:57.149147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-18T20:18:57.149430] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-18T20:18:57.150209] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-18T20:18:57.150260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:57.150321] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:57.150351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:57.150408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:57.205921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:57.206539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:57.206633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:57.206666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:57.326201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:57.326352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:57.326393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:57.326421] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:57.329740] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2025-12-18T20:18:57.330013] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-18T20:18:57.330137] [INFO ] [sig       ] CHKP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:57.465816] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHKP.txt
[2025-12-18T20:18:57.465940] [INFO ] [sig       ] [678/3568] Completed CHKP in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:57.465981] [INFO ] [sig       ] [679/3568] Forecasting CHMI...
[2025-12-18T20:18:57.466009] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-18T20:18:57.466038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-18T20:18:57.476947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-18T20:18:57.477235] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-18T20:18:57.478013] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-18T20:18:57.478064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:57.478095] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:57.478122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:57.478182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:57.533323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:57.534046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:57.534125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:57.534157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:57.652788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:57.652940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:57.652982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:57.653010] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:57.656276] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-12-18T20:18:57.656546] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-18T20:18:57.656688] [INFO ] [sig       ] CHMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:57.796177] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHMI.txt
[2025-12-18T20:18:57.796315] [INFO ] [sig       ] [679/3568] Completed CHMI in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:57.796401] [INFO ] [sig       ] [680/3568] Forecasting CHRD...
[2025-12-18T20:18:57.796450] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-18T20:18:57.796494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-18T20:18:57.808138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-18T20:18:57.808468] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-18T20:18:57.809330] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-18T20:18:57.809383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:57.809417] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:57.809444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:57.809501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:57.866616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:57.867396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:57.867476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:57.867508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:57.985664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:57.985822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:57.985864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:57.985893] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:57.989222] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-12-18T20:18:57.989503] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-18T20:18:57.989649] [INFO ] [sig       ] CHRD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:58.126609] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CHRD.txt
[2025-12-18T20:18:58.126767] [INFO ] [sig       ] [680/3568] Completed CHRD in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:58.126807] [INFO ] [sig       ] [681/3568] Forecasting CHRS...
[2025-12-18T20:18:58.126837] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-18T20:18:58.126865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-18T20:18:58.138365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-18T20:18:58.138711] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-18T20:18:58.139511] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-18T20:18:58.139563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:58.139620] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:58.139647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:58.139703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:58.195886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:58.196739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:58.196823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:58.196855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:58.317228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:58.317384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:58.317426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:58.317455] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:58.320827] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-18T20:18:58.321103] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-18T20:18:58.321229] [INFO ] [sig       ] CHRS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:58.457829] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CHRS.txt
[2025-12-18T20:18:58.457961] [INFO ] [sig       ] [681/3568] Completed CHRS in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:58.458000] [INFO ] [sig       ] [682/3568] Forecasting CHSCL...
[2025-12-18T20:18:58.458035] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-18T20:18:58.458067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-18T20:18:58.469080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-18T20:18:58.469400] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-18T20:18:58.470185] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-18T20:18:58.470238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:58.470270] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:58.470296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:58.470354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:58.526749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:58.527545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:58.527648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:58.527683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:58.651701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:58.651864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:58.651907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:58.651936] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:58.655365] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-18T20:18:58.655687] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-18T20:18:58.655838] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:58.792869] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHSCL.txt
[2025-12-18T20:18:58.793001] [INFO ] [sig       ] [682/3568] Completed CHSCL in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:58.793044] [INFO ] [sig       ] [683/3568] Forecasting CHSCM...
[2025-12-18T20:18:58.793073] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-18T20:18:58.793104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-18T20:18:58.804392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-18T20:18:58.804702] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-18T20:18:58.805495] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-18T20:18:58.805548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:58.805606] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:58.805662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:58.805719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:58.861312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:58.862062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:58.862144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:58.862178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:58.984954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:58.985113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:58.985158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:58.985188] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:58.988605] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-12-18T20:18:58.988889] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-18T20:18:58.989064] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:59.136109] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHSCM.txt
[2025-12-18T20:18:59.136267] [INFO ] [sig       ] [683/3568] Completed CHSCM in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:59.136307] [INFO ] [sig       ] [684/3568] Forecasting CHSCN...
[2025-12-18T20:18:59.136339] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-18T20:18:59.136369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-18T20:18:59.147366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-18T20:18:59.147663] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-18T20:18:59.148418] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-18T20:18:59.148470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:59.148501] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:59.148527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:59.148603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:59.203591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:59.204261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:59.204340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:59.204372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:59.321701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:59.321861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:59.321904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:59.321933] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:59.325198] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-18T20:18:59.325467] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-18T20:18:59.325608] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:18:59.462037] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHSCN.txt
[2025-12-18T20:18:59.462161] [INFO ] [sig       ] [684/3568] Completed CHSCN in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:59.462201] [INFO ] [sig       ] [685/3568] Forecasting CHSCO...
[2025-12-18T20:18:59.462230] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-18T20:18:59.462258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-18T20:18:59.473154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-18T20:18:59.473438] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-18T20:18:59.474213] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-18T20:18:59.474264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:59.474296] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:59.474323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:59.474379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:59.529633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:59.530237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:59.530314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:59.530345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:59.639693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:59.639839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:59.639913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:59.639945] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:59.643215] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-12-18T20:18:59.643518] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-18T20:18:59.643672] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:18:59.782218] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CHSCO.txt
[2025-12-18T20:18:59.782355] [INFO ] [sig       ] [685/3568] Completed CHSCO in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:18:59.782394] [INFO ] [sig       ] [686/3568] Forecasting CHSCP...
[2025-12-18T20:18:59.782424] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-18T20:18:59.782453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-18T20:18:59.792860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-18T20:18:59.793163] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-18T20:18:59.793926] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-18T20:18:59.793978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:18:59.794009] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:18:59.794035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:18:59.794091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:18:59.849710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:18:59.850339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:18:59.850415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:18:59.850447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:18:59.954891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:18:59.955043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:18:59.955084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:18:59.955113] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:18:59.958432] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-12-18T20:18:59.958728] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-18T20:18:59.958853] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:00.095322] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHSCP.txt
[2025-12-18T20:19:00.095456] [INFO ] [sig       ] [686/3568] Completed CHSCP in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:19:00.095495] [INFO ] [sig       ] [687/3568] Forecasting CHWY...
[2025-12-18T20:19:00.095524] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-18T20:19:00.095554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-18T20:19:00.106422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-18T20:19:00.106780] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-18T20:19:00.107531] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-18T20:19:00.107600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:00.107634] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:00.107661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:00.107718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:00.163228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:00.164041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:00.164122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:00.164154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:00.287149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:00.287267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:00.287309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:00.287339] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:00.290794] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-18T20:19:00.291102] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-18T20:19:00.291238] [INFO ] [sig       ] CHWY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:00.461127] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CHWY.txt
[2025-12-18T20:19:00.461286] [INFO ] [sig       ] [687/3568] Completed CHWY in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:19:00.461324] [INFO ] [sig       ] [688/3568] Forecasting CHY...
[2025-12-18T20:19:00.461354] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-18T20:19:00.461383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-18T20:19:00.477145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-18T20:19:00.477512] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-18T20:19:00.478388] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-18T20:19:00.478445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:00.478477] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:00.478505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:00.478563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:00.538442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:00.539282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:00.539370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:00.539403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:00.656240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:00.656368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:00.656413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:00.656442] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:00.659893] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-12-18T20:19:00.660237] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-18T20:19:00.660374] [INFO ] [sig       ] CHY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:00.810857] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CHY.txt
[2025-12-18T20:19:00.810999] [INFO ] [sig       ] [688/3568] Completed CHY in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:19:00.811041] [INFO ] [sig       ] [689/3568] Forecasting CI...
[2025-12-18T20:19:00.811071] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-18T20:19:00.811102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-18T20:19:00.823431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-18T20:19:00.823789] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-18T20:19:00.824622] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-18T20:19:00.824676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:00.824719] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:00.824751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:00.824807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:00.881978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:00.882736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:00.882817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:00.882851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:01.000628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:01.000741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:01.000782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:01.000811] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:01.004092] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-18T20:19:01.004368] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-18T20:19:01.004490] [INFO ] [sig       ] CI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:01.145181] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CI.txt
[2025-12-18T20:19:01.145343] [INFO ] [sig       ] [689/3568] Completed CI in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:19:01.145385] [INFO ] [sig       ] [690/3568] Forecasting CIA...
[2025-12-18T20:19:01.145415] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-18T20:19:01.145447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-18T20:19:01.157043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-18T20:19:01.157412] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-18T20:19:01.158258] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-18T20:19:01.158311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:01.158345] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:01.158372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:01.158429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:01.215961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:01.216838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:01.216922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:01.216954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:01.343006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:01.343194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:01.343256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:01.343296] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:01.347346] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-18T20:19:01.347706] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-18T20:19:01.347862] [INFO ] [sig       ] CIA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:01.500887] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CIA.txt
[2025-12-18T20:19:01.501066] [INFO ] [sig       ] [690/3568] Completed CIA in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-18T20:19:01.501115] [INFO ] [sig       ] [691/3568] Forecasting CIB...
[2025-12-18T20:19:01.501147] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-18T20:19:01.501180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-18T20:19:01.513019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-18T20:19:01.513404] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-18T20:19:01.514204] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-18T20:19:01.514262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:01.514296] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:01.514324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:01.514382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:01.574645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:01.575598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:01.575688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:01.575722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:01.706190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:01.706367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:01.706425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:01.706461] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:01.710122] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-12-18T20:19:01.710450] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-18T20:19:01.710610] [INFO ] [sig       ] CIB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:01.870842] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CIB.txt
[2025-12-18T20:19:01.870993] [INFO ] [sig       ] [691/3568] Completed CIB in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:01.871032] [INFO ] [sig       ] [692/3568] Forecasting CIEN...
[2025-12-18T20:19:01.871063] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-18T20:19:01.871092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-18T20:19:01.882905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-18T20:19:01.883260] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-18T20:19:01.884033] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-18T20:19:01.884085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:01.884116] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:01.884143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:01.884200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:01.942327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:01.943112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:01.943198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:01.943238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:02.067522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:02.067690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:02.067734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:02.067762] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:02.071084] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-12-18T20:19:02.071360] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-18T20:19:02.071482] [INFO ] [sig       ] CIEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:02.210547] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CIEN.txt
[2025-12-18T20:19:02.210723] [INFO ] [sig       ] [692/3568] Completed CIEN in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:02.210763] [INFO ] [sig       ] [693/3568] Forecasting CIF...
[2025-12-18T20:19:02.210794] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-18T20:19:02.210831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-18T20:19:02.221926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-18T20:19:02.222297] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-18T20:19:02.223125] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-18T20:19:02.223177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:02.223207] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:02.223233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:02.223289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:02.279113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:02.279979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:02.280092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:02.280135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:02.385929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:02.386054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:02.386092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:02.386121] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:02.389513] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=58.60%)
[2025-12-18T20:19:02.389796] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-18T20:19:02.389917] [INFO ] [sig       ] CIF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:02.528560] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CIF.txt
[2025-12-18T20:19:02.528727] [INFO ] [sig       ] [693/3568] Completed CIF in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:02.528766] [INFO ] [sig       ] [694/3568] Forecasting CIG...
[2025-12-18T20:19:02.528796] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-18T20:19:02.528826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-18T20:19:02.540027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-18T20:19:02.540314] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-18T20:19:02.541113] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-18T20:19:02.541165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:02.541198] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:02.541225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:02.541282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:02.599870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:02.600682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:02.600765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:02.600799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:02.720650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:02.720806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:02.720849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:02.720879] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:02.724231] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-12-18T20:19:02.724505] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-18T20:19:02.724650] [INFO ] [sig       ] CIG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:02.863783] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CIG.txt
[2025-12-18T20:19:02.863945] [INFO ] [sig       ] [694/3568] Completed CIG in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:02.863985] [INFO ] [sig       ] [695/3568] Forecasting CIGI...
[2025-12-18T20:19:02.864015] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-18T20:19:02.864044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-18T20:19:02.875375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-18T20:19:02.875737] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-18T20:19:02.876517] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-18T20:19:02.876568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:02.876620] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:02.876648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:02.876704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:02.935005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:02.935921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:02.936005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:02.936038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:03.057490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:03.057671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:03.057724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:03.057758] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:03.061261] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=71.46%)
[2025-12-18T20:19:03.061541] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-18T20:19:03.061685] [INFO ] [sig       ] CIGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:03.241945] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CIGI.txt
[2025-12-18T20:19:03.242110] [INFO ] [sig       ] [695/3568] Completed CIGI in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:03.242154] [INFO ] [sig       ] [696/3568] Forecasting CII...
[2025-12-18T20:19:03.242185] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-18T20:19:03.242216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-18T20:19:03.254711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-18T20:19:03.255110] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-18T20:19:03.255952] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-18T20:19:03.256006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:03.256039] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:03.256069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:03.256126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:03.316247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:03.317098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:03.317179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:03.317211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:03.442550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:03.442719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:03.442763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:03.442793] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:03.446159] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=74.79%)
[2025-12-18T20:19:03.446436] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-18T20:19:03.446559] [INFO ] [sig       ] CII: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:03.585186] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CII.txt
[2025-12-18T20:19:03.585341] [INFO ] [sig       ] [696/3568] Completed CII in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:03.585380] [INFO ] [sig       ] [697/3568] Forecasting CIM...
[2025-12-18T20:19:03.585410] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-18T20:19:03.585439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-18T20:19:03.596600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-18T20:19:03.596865] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-18T20:19:03.597625] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-18T20:19:03.597676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:03.597707] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:03.597734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:03.597791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:03.655607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:03.656236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:03.656312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:03.656345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:03.774487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:03.774656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:03.774700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:03.774729] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:03.778055] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=36.59%)
[2025-12-18T20:19:03.778327] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-18T20:19:03.778450] [INFO ] [sig       ] CIM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:03.915951] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CIM.txt
[2025-12-18T20:19:03.916103] [INFO ] [sig       ] [697/3568] Completed CIM in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:03.916142] [INFO ] [sig       ] [698/3568] Forecasting CINF...
[2025-12-18T20:19:03.916173] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-18T20:19:03.916203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-18T20:19:03.931481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-18T20:19:03.931879] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-18T20:19:03.932650] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-18T20:19:03.932701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:03.932732] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:03.932758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:03.932814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:03.988534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:03.989413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:03.989494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:03.989527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:04.110130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:04.110285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:04.110327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:04.110355] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:04.113816] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=35.05%)
[2025-12-18T20:19:04.114094] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-18T20:19:04.114221] [INFO ] [sig       ] CINF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:04.253063] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CINF.txt
[2025-12-18T20:19:04.253180] [INFO ] [sig       ] [698/3568] Completed CINF in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:04.253218] [INFO ] [sig       ] [699/3568] Forecasting CING...
[2025-12-18T20:19:04.253247] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-18T20:19:04.253276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-18T20:19:04.264950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-18T20:19:04.265238] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-18T20:19:04.265998] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-18T20:19:04.266049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:04.266080] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:04.266107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:04.266162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:04.323379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:04.324078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:04.324155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:04.324186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:04.440098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:04.440232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:04.440273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:04.440304] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:04.443595] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=25.77%)
[2025-12-18T20:19:04.443868] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-18T20:19:04.443992] [INFO ] [sig       ] CING: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:04.585510] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CING.txt
[2025-12-18T20:19:04.585650] [INFO ] [sig       ] [699/3568] Completed CING in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:04.585689] [INFO ] [sig       ] [700/3568] Forecasting CIO...
[2025-12-18T20:19:04.585718] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-18T20:19:04.585748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-18T20:19:04.597442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-18T20:19:04.597929] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-18T20:19:04.598732] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-18T20:19:04.598784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:04.598860] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:04.598893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:04.598952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:04.656228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:04.656845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:04.656920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:04.656952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:04.778617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:04.778785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:04.778833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:04.778864] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:04.782279] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-12-18T20:19:04.782547] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-18T20:19:04.782684] [INFO ] [sig       ] CIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:04.922081] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CIO.txt
[2025-12-18T20:19:04.922210] [INFO ] [sig       ] [700/3568] Completed CIO in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:04.922249] [INFO ] [sig       ] [701/3568] Forecasting CION...
[2025-12-18T20:19:04.922279] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-18T20:19:04.922309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-18T20:19:04.935788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-18T20:19:04.936071] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-18T20:19:04.936839] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-18T20:19:04.936890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:04.936923] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:04.936951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:04.937007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:04.998235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:04.999298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:04.999404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:04.999451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:05.133100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:05.133272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:05.133326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:05.133363] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:05.137340] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-18T20:19:05.137907] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-18T20:19:05.138074] [INFO ] [sig       ] CION: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:05.289619] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CION.txt
[2025-12-18T20:19:05.289777] [INFO ] [sig       ] [701/3568] Completed CION in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:05.289818] [INFO ] [sig       ] [702/3568] Forecasting CIVB...
[2025-12-18T20:19:05.289847] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-18T20:19:05.289877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-18T20:19:05.302018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-18T20:19:05.302393] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-18T20:19:05.303190] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-18T20:19:05.303254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:05.303293] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:05.303326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:05.303395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:05.358462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:05.359372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:05.359461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:05.359494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:05.481853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:05.482028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:05.482081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:05.482112] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:05.485614] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2025-12-18T20:19:05.485906] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-18T20:19:05.486031] [INFO ] [sig       ] CIVB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:05.626284] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CIVB.txt
[2025-12-18T20:19:05.626429] [INFO ] [sig       ] [702/3568] Completed CIVB in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:05.626468] [INFO ] [sig       ] [703/3568] Forecasting CIVI...
[2025-12-18T20:19:05.626497] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-18T20:19:05.626528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-18T20:19:05.639060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-18T20:19:05.639347] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-18T20:19:05.640136] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-18T20:19:05.640187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:05.640218] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:05.640243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:05.640298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:05.696125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:05.696896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:05.696976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:05.697008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:05.814257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:05.814420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:05.814460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:05.814527] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:05.817918] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-18T20:19:05.818196] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-18T20:19:05.818315] [INFO ] [sig       ] CIVI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:05.954998] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CIVI.txt
[2025-12-18T20:19:05.955124] [INFO ] [sig       ] [703/3568] Completed CIVI in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:05.955161] [INFO ] [sig       ] [704/3568] Forecasting CLB...
[2025-12-18T20:19:05.955190] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-18T20:19:05.955219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-18T20:19:05.967169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-18T20:19:05.967448] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-18T20:19:05.968205] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-18T20:19:05.968255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:05.968286] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:05.968312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:05.968368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:06.023614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:06.024197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:06.024286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:06.024318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:06.138753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:06.138913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:06.138953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:06.138983] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:06.142447] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-12-18T20:19:06.142755] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-18T20:19:06.142884] [INFO ] [sig       ] CLB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:06.292004] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CLB.txt
[2025-12-18T20:19:06.292237] [INFO ] [sig       ] [704/3568] Completed CLB in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:06.292291] [INFO ] [sig       ] [705/3568] Forecasting CLBK...
[2025-12-18T20:19:06.292330] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-18T20:19:06.292376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-18T20:19:06.308404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-18T20:19:06.308927] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-18T20:19:06.310001] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-18T20:19:06.310063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:06.310106] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:06.310144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:06.310226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:06.371129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:06.372037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:06.372127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:06.372166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:06.489542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:06.489712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:06.489757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:06.489785] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:06.493129] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=41.71%)
[2025-12-18T20:19:06.493421] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-18T20:19:06.493547] [INFO ] [sig       ] CLBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:06.631988] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CLBK.txt
[2025-12-18T20:19:06.632157] [INFO ] [sig       ] [705/3568] Completed CLBK in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:06.632225] [INFO ] [sig       ] [706/3568] Forecasting CLCO...
[2025-12-18T20:19:06.632257] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-18T20:19:06.632287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-18T20:19:06.648825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-18T20:19:06.649670] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-18T20:19:06.650901] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-18T20:19:06.650965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:06.651002] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:06.651032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:06.651095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:06.711905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:06.713169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:06.713292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:06.713327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:06.841855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:06.842115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:06.842169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:06.842204] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:06.846450] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=42.77%)
[2025-12-18T20:19:06.846812] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-18T20:19:06.846962] [INFO ] [sig       ] CLCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:06.992136] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CLCO.txt
[2025-12-18T20:19:06.992393] [INFO ] [sig       ] [706/3568] Completed CLCO in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:06.992444] [INFO ] [sig       ] [707/3568] Forecasting CLDX...
[2025-12-18T20:19:06.992475] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-18T20:19:06.992505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-18T20:19:07.005530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-18T20:19:07.005954] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-18T20:19:07.006805] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-18T20:19:07.006857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:07.006890] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:07.006918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:07.006974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:07.062999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:07.063784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:07.063870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:07.063903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:07.183145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:07.183307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:07.183350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:07.183379] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:07.186797] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=71.48%)
[2025-12-18T20:19:07.187099] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-18T20:19:07.187220] [INFO ] [sig       ] CLDX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:07.335038] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CLDX.txt
[2025-12-18T20:19:07.335205] [INFO ] [sig       ] [707/3568] Completed CLDX in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-18T20:19:07.335260] [INFO ] [sig       ] [708/3568] Forecasting CLF...
[2025-12-18T20:19:07.335299] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-18T20:19:07.335332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-18T20:19:07.348009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-18T20:19:07.348342] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-18T20:19:07.349187] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-18T20:19:07.349241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:07.349272] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:07.349299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:07.349356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:07.407475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:07.408408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:07.408512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:07.408546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:07.532359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:07.532523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:07.532565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:07.532615] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:07.536034] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-12-18T20:19:07.536315] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-18T20:19:07.536442] [INFO ] [sig       ] CLF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:07.688168] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CLF.txt
[2025-12-18T20:19:07.688338] [INFO ] [sig       ] [708/3568] Completed CLF in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-18T20:19:07.688384] [INFO ] [sig       ] [709/3568] Forecasting CLFD...
[2025-12-18T20:19:07.688415] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-18T20:19:07.688446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-18T20:19:07.701170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-18T20:19:07.701569] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-18T20:19:07.702427] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-18T20:19:07.702483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:07.702515] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:07.702541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:07.702617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:07.759566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:07.760411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:07.760496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:07.760528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:07.885135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:07.885291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:07.885353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:07.885383] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:07.888883] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-12-18T20:19:07.889213] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-18T20:19:07.889345] [INFO ] [sig       ] CLFD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:08.029450] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CLFD.txt
[2025-12-18T20:19:08.029614] [INFO ] [sig       ] [709/3568] Completed CLFD in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:08.029654] [INFO ] [sig       ] [710/3568] Forecasting CLH...
[2025-12-18T20:19:08.029684] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-18T20:19:08.029712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-18T20:19:08.040928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-18T20:19:08.041229] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-18T20:19:08.042084] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-18T20:19:08.042137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:08.042168] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:08.042196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:08.042254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:08.101811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:08.102775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:08.102905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:08.102940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:08.221833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:08.221994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:08.222036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:08.222065] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:08.225408] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-18T20:19:08.225709] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-18T20:19:08.225835] [INFO ] [sig       ] CLH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:08.373910] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CLH.txt
[2025-12-18T20:19:08.374066] [INFO ] [sig       ] [710/3568] Completed CLH in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:08.374106] [INFO ] [sig       ] [711/3568] Forecasting CLLS...
[2025-12-18T20:19:08.374135] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-18T20:19:08.374165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-18T20:19:08.385458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-18T20:19:08.385794] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-18T20:19:08.386609] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-18T20:19:08.386663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:08.386697] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:08.386726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:08.386786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:08.443441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:08.444314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:08.444400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:08.444435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:08.564741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:08.564899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:08.564942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:08.564974] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:08.568410] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=92.74%)
[2025-12-18T20:19:08.568713] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-18T20:19:08.568841] [INFO ] [sig       ] CLLS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:08.709025] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CLLS.txt
[2025-12-18T20:19:08.709221] [INFO ] [sig       ] [711/3568] Completed CLLS in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:08.709263] [INFO ] [sig       ] [712/3568] Forecasting CLMB...
[2025-12-18T20:19:08.709296] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-18T20:19:08.709336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-18T20:19:08.721032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-18T20:19:08.721370] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-18T20:19:08.722194] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-18T20:19:08.722248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:08.722280] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:08.722306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:08.722376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:08.780988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:08.781857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:08.781943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:08.781977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:08.910853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:08.911053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:08.911107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:08.911143] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:08.915229] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-18T20:19:08.915780] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-18T20:19:08.915914] [INFO ] [sig       ] CLMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:09.064367] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CLMB.txt
[2025-12-18T20:19:09.064521] [INFO ] [sig       ] [712/3568] Completed CLMB in 0.4s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:09.064582] [INFO ] [sig       ] [713/3568] Forecasting CLNE...
[2025-12-18T20:19:09.064616] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-18T20:19:09.064647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-18T20:19:09.077519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-18T20:19:09.078048] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-18T20:19:09.079086] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-18T20:19:09.079137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:09.079187] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:09.079216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:09.079272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:09.141509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:09.142472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:09.142567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:09.142636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:09.263873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:09.264050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:09.264093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:09.264123] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:09.267926] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=56.85%)
[2025-12-18T20:19:09.268229] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-18T20:19:09.268360] [INFO ] [sig       ] CLNE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:09.411940] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CLNE.txt
[2025-12-18T20:19:09.412122] [INFO ] [sig       ] [713/3568] Completed CLNE in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:09.412162] [INFO ] [sig       ] [714/3568] Forecasting CLNN...
[2025-12-18T20:19:09.412192] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-18T20:19:09.412222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-18T20:19:09.423745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-18T20:19:09.424071] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-18T20:19:09.424839] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-18T20:19:09.424890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:09.424921] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:09.424947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:09.425008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:09.483119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:09.483976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:09.484059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:09.484092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:09.614457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:09.614700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:09.614770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:09.614804] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:09.618840] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=47.35%)
[2025-12-18T20:19:09.619188] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-18T20:19:09.619337] [INFO ] [sig       ] CLNN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:09.759179] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CLNN.txt
[2025-12-18T20:19:09.759355] [INFO ] [sig       ] [714/3568] Completed CLNN in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:09.759403] [INFO ] [sig       ] [715/3568] Forecasting CLOA...
[2025-12-18T20:19:09.759436] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-18T20:19:09.759470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-18T20:19:09.771732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-18T20:19:09.772081] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-18T20:19:09.772871] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-18T20:19:09.772922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:09.772952] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:09.772979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:09.773041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:09.827996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:09.828729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:09.828827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:09.828861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:09.928763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:09.928923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:09.928967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:09.928995] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:09.932330] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-18T20:19:09.932614] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-18T20:19:09.932734] [INFO ] [sig       ] CLOA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:10.069107] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CLOA.txt
[2025-12-18T20:19:10.069259] [INFO ] [sig       ] [715/3568] Completed CLOA in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:10.069320] [INFO ] [sig       ] [716/3568] Forecasting CLRB...
[2025-12-18T20:19:10.069350] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-18T20:19:10.069379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-18T20:19:10.080706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-18T20:19:10.080995] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-18T20:19:10.081752] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-18T20:19:10.081803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:10.081835] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:10.081861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:10.081917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:10.137457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:10.138165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:10.138245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:10.138276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:10.259845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:10.260019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:10.260075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:10.260114] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:10.263700] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-18T20:19:10.263990] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-18T20:19:10.264120] [INFO ] [sig       ] CLRB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:10.404078] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CLRB.txt
[2025-12-18T20:19:10.404210] [INFO ] [sig       ] [716/3568] Completed CLRB in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:10.404247] [INFO ] [sig       ] [717/3568] Forecasting CLRO...
[2025-12-18T20:19:10.404282] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-18T20:19:10.404312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-18T20:19:10.416296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-18T20:19:10.416636] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-18T20:19:10.417421] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-18T20:19:10.417473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:10.417538] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:10.417584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:10.417647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:10.473150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:10.474006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:10.474088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:10.474120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:10.585085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:10.585248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:10.585289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:10.585318] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:10.588754] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-12-18T20:19:10.589061] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-18T20:19:10.589199] [INFO ] [sig       ] CLRO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:10.726805] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CLRO.txt
[2025-12-18T20:19:10.726940] [INFO ] [sig       ] [717/3568] Completed CLRO in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:10.726977] [INFO ] [sig       ] [718/3568] Forecasting CLS...
[2025-12-18T20:19:10.727007] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-18T20:19:10.727037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-18T20:19:10.738196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-18T20:19:10.738505] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-18T20:19:10.739316] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-18T20:19:10.739368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:10.739399] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:10.739424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:10.739479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:10.796022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:10.796790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:10.796877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:10.796911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:10.917880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:10.918037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:10.918078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:10.918107] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:10.921726] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-18T20:19:10.922066] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-18T20:19:10.922213] [INFO ] [sig       ] CLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:11.059153] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CLS.txt
[2025-12-18T20:19:11.059303] [INFO ] [sig       ] [718/3568] Completed CLS in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:11.059343] [INFO ] [sig       ] [719/3568] Forecasting CLX...
[2025-12-18T20:19:11.059372] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-18T20:19:11.059403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-18T20:19:11.074368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-18T20:19:11.074747] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-18T20:19:11.075653] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-18T20:19:11.075707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:11.075740] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:11.075767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:11.075825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:11.135197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:11.136117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:11.136220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:11.136256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:11.261410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:11.261602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:11.261647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:11.261677] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:11.265632] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=80.78%)
[2025-12-18T20:19:11.265946] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-18T20:19:11.266083] [INFO ] [sig       ] CLX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:11.407183] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CLX.txt
[2025-12-18T20:19:11.407350] [INFO ] [sig       ] [719/3568] Completed CLX in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:11.407390] [INFO ] [sig       ] [720/3568] Forecasting CM...
[2025-12-18T20:19:11.407421] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-18T20:19:11.407456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-18T20:19:11.420055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-18T20:19:11.420455] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-18T20:19:11.421288] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-18T20:19:11.421344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:11.421376] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:11.421402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:11.421457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:11.478984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:11.479784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:11.479869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:11.479903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:11.604200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:11.604352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:11.604395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:11.604439] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:11.607790] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-18T20:19:11.608063] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-18T20:19:11.608187] [INFO ] [sig       ] CM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:11.749252] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CM.txt
[2025-12-18T20:19:11.749413] [INFO ] [sig       ] [720/3568] Completed CM in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:11.749453] [INFO ] [sig       ] [721/3568] Forecasting CMA...
[2025-12-18T20:19:11.749482] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-18T20:19:11.749513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-18T20:19:11.761302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-18T20:19:11.761725] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-18T20:19:11.762591] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-18T20:19:11.762646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:11.762678] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:11.762704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:11.762760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:11.824617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:11.825528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:11.825627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:11.825662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:11.948529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:11.948704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:11.948747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:11.948777] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:11.952196] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=68.42%)
[2025-12-18T20:19:11.952479] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-18T20:19:11.952631] [INFO ] [sig       ] CMA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:12.093191] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CMA.txt
[2025-12-18T20:19:12.093326] [INFO ] [sig       ] [721/3568] Completed CMA in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:12.093364] [INFO ] [sig       ] [722/3568] Forecasting CMC...
[2025-12-18T20:19:12.093393] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-18T20:19:12.093423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-18T20:19:12.104380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-18T20:19:12.104744] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-18T20:19:12.105494] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-18T20:19:12.105544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:12.105594] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:12.105623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:12.105678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:12.161809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:12.162675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:12.162758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:12.162791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:12.286521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:12.286686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:12.286728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:12.286756] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:12.290077] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-18T20:19:12.290353] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-18T20:19:12.290480] [INFO ] [sig       ] CMC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:12.427792] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMC.txt
[2025-12-18T20:19:12.427929] [INFO ] [sig       ] [722/3568] Completed CMC in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:12.427968] [INFO ] [sig       ] [723/3568] Forecasting CMCM...
[2025-12-18T20:19:12.427998] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-18T20:19:12.428026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-18T20:19:12.438618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-18T20:19:12.439068] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-18T20:19:12.439925] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-18T20:19:12.439980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:12.440013] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:12.440040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:12.440096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:12.497419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:12.498206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:12.498290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:12.498322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:12.613995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:12.614157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:12.614202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:12.614232] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:12.617876] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-12-18T20:19:12.618161] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-18T20:19:12.618295] [INFO ] [sig       ] CMCM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:12.758279] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMCM.txt
[2025-12-18T20:19:12.758445] [INFO ] [sig       ] [723/3568] Completed CMCM in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:12.758492] [INFO ] [sig       ] [724/3568] Forecasting CMCO...
[2025-12-18T20:19:12.758525] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-18T20:19:12.758555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-18T20:19:12.770359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-18T20:19:12.770747] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-18T20:19:12.771560] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-18T20:19:12.771633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:12.771666] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:12.771694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:12.771766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:12.829678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:12.830601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:12.830685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:12.830718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:12.954896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:12.955053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:12.955096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:12.955126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:12.958594] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=27.87%)
[2025-12-18T20:19:12.958875] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-18T20:19:12.959000] [INFO ] [sig       ] CMCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:13.097529] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMCO.txt
[2025-12-18T20:19:13.097682] [INFO ] [sig       ] [724/3568] Completed CMCO in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-18T20:19:13.097722] [INFO ] [sig       ] [725/3568] Forecasting CMCSA...
[2025-12-18T20:19:13.097753] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-18T20:19:13.097782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-18T20:19:13.108683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-18T20:19:13.108989] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-18T20:19:13.109820] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-18T20:19:13.109872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:13.109903] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:13.109929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:13.109984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:13.166965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:13.167790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:13.167872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:13.167905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:13.289696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:13.289848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:13.289890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:13.289920] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:13.293304] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-18T20:19:13.293598] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-18T20:19:13.293726] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:13.434656] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMCSA.txt
[2025-12-18T20:19:13.434798] [INFO ] [sig       ] [725/3568] Completed CMCSA in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-18T20:19:13.434835] [INFO ] [sig       ] [726/3568] Forecasting CME...
[2025-12-18T20:19:13.434865] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-18T20:19:13.434901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-18T20:19:13.450679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-18T20:19:13.450999] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-18T20:19:13.451795] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-18T20:19:13.451867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:13.451900] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:13.451927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:13.451984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:13.509027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:13.509874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:13.509958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:13.509991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:13.634906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:13.635058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:13.635098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:13.635127] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:13.638751] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-12-18T20:19:13.639020] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-18T20:19:13.639168] [INFO ] [sig       ] CME: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:13.778284] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CME.txt
[2025-12-18T20:19:13.778418] [INFO ] [sig       ] [726/3568] Completed CME in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-18T20:19:13.778457] [INFO ] [sig       ] [727/3568] Forecasting CMG...
[2025-12-18T20:19:13.778486] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-18T20:19:13.778515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-18T20:19:13.789783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-18T20:19:13.790138] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-18T20:19:13.790942] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-18T20:19:13.790994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:13.791025] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:13.791051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:13.791108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:13.856849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:13.857776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:13.857920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:13.857954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:13.979957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:13.980110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:13.980151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:13.980180] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:13.983438] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-18T20:19:13.983728] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-18T20:19:13.983850] [INFO ] [sig       ] CMG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:14.124416] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CMG.txt
[2025-12-18T20:19:14.124598] [INFO ] [sig       ] [727/3568] Completed CMG in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:14.124647] [INFO ] [sig       ] [728/3568] Forecasting CMI...
[2025-12-18T20:19:14.124679] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-18T20:19:14.124709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-18T20:19:14.135993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-18T20:19:14.136314] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-18T20:19:14.137155] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-18T20:19:14.137207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:14.137238] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:14.137267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:14.137344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:14.195318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:14.196196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:14.196296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:14.196332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:14.317537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:14.317708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:14.317751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:14.317779] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:14.321162] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=84.82%)
[2025-12-18T20:19:14.321433] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-18T20:19:14.321554] [INFO ] [sig       ] CMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:14.459996] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CMI.txt
[2025-12-18T20:19:14.460128] [INFO ] [sig       ] [728/3568] Completed CMI in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:14.460166] [INFO ] [sig       ] [729/3568] Forecasting CMMB...
[2025-12-18T20:19:14.460196] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-18T20:19:14.460225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-18T20:19:14.471145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-18T20:19:14.471475] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-18T20:19:14.472264] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-18T20:19:14.472317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:14.472350] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:14.472377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:14.472443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:14.536174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:14.537061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:14.537149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:14.537182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:14.663986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:14.664138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:14.664187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:14.664227] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:14.667645] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=51.74%)
[2025-12-18T20:19:14.667923] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-18T20:19:14.668050] [INFO ] [sig       ] CMMB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:14.808914] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CMMB.txt
[2025-12-18T20:19:14.809065] [INFO ] [sig       ] [729/3568] Completed CMMB in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:14.809106] [INFO ] [sig       ] [730/3568] Forecasting CMP...
[2025-12-18T20:19:14.809136] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-18T20:19:14.809165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-18T20:19:14.820158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-18T20:19:14.820447] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-18T20:19:14.821207] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-18T20:19:14.821258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:14.821289] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:14.821316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:14.821371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:14.882060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:14.882941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:14.883021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:14.883063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:15.006728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:15.006886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:15.006929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:15.006960] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:15.010490] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-18T20:19:15.010796] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-18T20:19:15.010923] [INFO ] [sig       ] CMP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:15.152344] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMP.txt
[2025-12-18T20:19:15.152563] [INFO ] [sig       ] [730/3568] Completed CMP in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:15.152629] [INFO ] [sig       ] [731/3568] Forecasting CMPO...
[2025-12-18T20:19:15.152661] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-18T20:19:15.152689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-18T20:19:15.164275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-18T20:19:15.164641] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-18T20:19:15.165411] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-18T20:19:15.165462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:15.165493] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:15.165520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:15.165592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:15.222488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:15.223344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:15.223427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:15.223459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:15.356533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:15.356721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:15.356766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:15.356796] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:15.360154] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-18T20:19:15.360446] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-18T20:19:15.360589] [INFO ] [sig       ] CMPO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:15.497965] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CMPO.txt
[2025-12-18T20:19:15.498119] [INFO ] [sig       ] [731/3568] Completed CMPO in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:15.498158] [INFO ] [sig       ] [732/3568] Forecasting CMPS...
[2025-12-18T20:19:15.498187] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-18T20:19:15.498216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-18T20:19:15.509822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-18T20:19:15.510185] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-18T20:19:15.510967] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-18T20:19:15.511019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:15.511049] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:15.511076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:15.511131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:15.566054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:15.566906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:15.566991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:15.567024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:15.688851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:15.689155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:15.689201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:15.689229] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:15.692718] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-12-18T20:19:15.693023] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-18T20:19:15.693153] [INFO ] [sig       ] CMPS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:15.831618] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CMPS.txt
[2025-12-18T20:19:15.831758] [INFO ] [sig       ] [732/3568] Completed CMPS in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:15.831796] [INFO ] [sig       ] [733/3568] Forecasting CMPX...
[2025-12-18T20:19:15.831825] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-18T20:19:15.831854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-18T20:19:15.843370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-18T20:19:15.843784] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-18T20:19:15.844542] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-18T20:19:15.844611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:15.844645] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:15.844671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:15.844727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:15.900099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:15.900968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:15.901047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:15.901079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:16.014797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:16.014967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:16.015010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:16.015040] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:16.018335] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-18T20:19:16.018640] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-18T20:19:16.018764] [INFO ] [sig       ] CMPX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:16.156886] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMPX.txt
[2025-12-18T20:19:16.157035] [INFO ] [sig       ] [733/3568] Completed CMPX in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:16.157073] [INFO ] [sig       ] [734/3568] Forecasting CMRE...
[2025-12-18T20:19:16.157104] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-18T20:19:16.157134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-18T20:19:16.168359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-18T20:19:16.168653] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-18T20:19:16.169415] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-18T20:19:16.169465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:16.169521] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:16.169549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:16.169630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:16.225589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:16.226426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:16.226509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:16.226541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:16.346939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:16.347097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:16.347137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:16.347166] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:16.353437] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-18T20:19:16.353754] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-18T20:19:16.353882] [INFO ] [sig       ] CMRE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:16.492227] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMRE.txt
[2025-12-18T20:19:16.492381] [INFO ] [sig       ] [734/3568] Completed CMRE in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:16.492421] [INFO ] [sig       ] [735/3568] Forecasting CMS...
[2025-12-18T20:19:16.492451] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-18T20:19:16.492481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-18T20:19:16.503737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-18T20:19:16.504091] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-18T20:19:16.504913] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-18T20:19:16.504966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:16.504997] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:16.505024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:16.505081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:16.560588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:16.561370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:16.561450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:16.561482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:16.686862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:16.687022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:16.687063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:16.687091] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:16.690433] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-18T20:19:16.690740] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-18T20:19:16.690864] [INFO ] [sig       ] CMS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:16.829418] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CMS.txt
[2025-12-18T20:19:16.829556] [INFO ] [sig       ] [735/3568] Completed CMS in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:16.829613] [INFO ] [sig       ] [736/3568] Forecasting CMSA...
[2025-12-18T20:19:16.829644] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-18T20:19:16.829673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-18T20:19:16.840639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-18T20:19:16.840935] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-18T20:19:16.841719] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-18T20:19:16.841769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:16.841801] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:16.841827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:16.841882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:16.897874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:16.898730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:16.898813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:16.898845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:17.011864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:17.012019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:17.012060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:17.012088] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:17.015380] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-12-18T20:19:17.015673] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-18T20:19:17.015794] [INFO ] [sig       ] CMSA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:17.156804] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMSA.txt
[2025-12-18T20:19:17.156954] [INFO ] [sig       ] [736/3568] Completed CMSA in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:17.156993] [INFO ] [sig       ] [737/3568] Forecasting CMSC...
[2025-12-18T20:19:17.157024] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-18T20:19:17.157056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-18T20:19:17.168227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-18T20:19:17.168501] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-18T20:19:17.169457] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-18T20:19:17.169508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:17.169557] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:17.169603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:17.169660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:17.225424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:17.226286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:17.226371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:17.226402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:17.336862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:17.337014] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:19:17.337056] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:17.337119] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:17.340637] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2025-12-18T20:19:17.340987] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-18T20:19:17.341126] [INFO ] [sig       ] CMSC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:17.479740] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMSC.txt
[2025-12-18T20:19:17.479873] [INFO ] [sig       ] [737/3568] Completed CMSC in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:17.479911] [INFO ] [sig       ] [738/3568] Forecasting CMSD...
[2025-12-18T20:19:17.479941] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-18T20:19:17.479970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-18T20:19:17.491435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-18T20:19:17.491790] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-18T20:19:17.492537] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-18T20:19:17.492605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:17.492641] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:17.492668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:17.492725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:17.549234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:17.549922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:17.550003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:17.550036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:17.670845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:17.671006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:17.671050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:17.671081] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:17.674461] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=38.52%)
[2025-12-18T20:19:17.674779] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-18T20:19:17.674908] [INFO ] [sig       ] CMSD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:17.812932] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMSD.txt
[2025-12-18T20:19:17.813061] [INFO ] [sig       ] [738/3568] Completed CMSD in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:17.813099] [INFO ] [sig       ] [739/3568] Forecasting CMTG...
[2025-12-18T20:19:17.813131] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-18T20:19:17.813174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-18T20:19:17.824511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-18T20:19:17.824887] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-18T20:19:17.825730] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-18T20:19:17.825783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:17.825815] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:17.825843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:17.825901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:17.882988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:17.883806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:17.883890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:17.883924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:18.010532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:18.010739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:18.010793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:18.010835] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:18.015483] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-18T20:19:18.015883] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-18T20:19:18.016045] [INFO ] [sig       ] CMTG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:18.169081] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CMTG.txt
[2025-12-18T20:19:18.169239] [INFO ] [sig       ] [739/3568] Completed CMTG in 0.4s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:18.169282] [INFO ] [sig       ] [740/3568] Forecasting CMTL...
[2025-12-18T20:19:18.169311] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-18T20:19:18.169343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-18T20:19:18.181087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-18T20:19:18.181459] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-18T20:19:18.182469] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-18T20:19:18.182522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:18.182553] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:18.182598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:18.182657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:18.243266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:18.244267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:18.244368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:18.244402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:18.372684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:18.372839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:18.372882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:18.372911] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:18.376737] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-18T20:19:18.377014] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-18T20:19:18.377142] [INFO ] [sig       ] CMTL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:18.519717] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CMTL.txt
[2025-12-18T20:19:18.519850] [INFO ] [sig       ] [740/3568] Completed CMTL in 0.4s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:18.519906] [INFO ] [sig       ] [741/3568] Forecasting CNA...
[2025-12-18T20:19:18.519938] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-18T20:19:18.519968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-18T20:19:18.531330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-18T20:19:18.531663] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-18T20:19:18.532429] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-18T20:19:18.532480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:18.532512] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:18.532539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:18.532618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:18.588153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:18.588841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:18.588920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:18.588952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:18.704637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:18.704791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:18.704831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:18.704859] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:18.708142] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-18T20:19:18.708416] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-18T20:19:18.708536] [INFO ] [sig       ] CNA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:18.844389] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CNA.txt
[2025-12-18T20:19:18.844519] [INFO ] [sig       ] [741/3568] Completed CNA in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-18T20:19:18.844557] [INFO ] [sig       ] [742/3568] Forecasting CNC...
[2025-12-18T20:19:18.844604] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-18T20:19:18.844636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-18T20:19:18.856172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-18T20:19:18.856476] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-18T20:19:18.857269] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-18T20:19:18.857322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:18.857354] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:18.857382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:18.857438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:18.914669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:18.915565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:18.915666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:18.915699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:19.036716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:19.036894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:19.036937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:19.036966] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:19.040469] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-18T20:19:19.040784] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-18T20:19:19.040922] [INFO ] [sig       ] CNC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:19.177390] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNC.txt
[2025-12-18T20:19:19.177538] [INFO ] [sig       ] [742/3568] Completed CNC in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-18T20:19:19.177595] [INFO ] [sig       ] [743/3568] Forecasting CNF...
[2025-12-18T20:19:19.177627] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-18T20:19:19.177659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-18T20:19:19.189173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-18T20:19:19.189513] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-18T20:19:19.190313] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-18T20:19:19.190365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:19.190397] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:19.190424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:19.190482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:19.247383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:19.248260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:19.248361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:19.248394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:19.362969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:19.363133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:19.363176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:19.363206] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:19.366743] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=46.65%)
[2025-12-18T20:19:19.367050] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-18T20:19:19.367180] [INFO ] [sig       ] CNF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:19.503598] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNF.txt
[2025-12-18T20:19:19.503725] [INFO ] [sig       ] [743/3568] Completed CNF in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-18T20:19:19.503763] [INFO ] [sig       ] [744/3568] Forecasting CNI...
[2025-12-18T20:19:19.503792] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-18T20:19:19.503821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-18T20:19:19.515699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-18T20:19:19.516235] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-18T20:19:19.517085] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-18T20:19:19.517138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:19.517169] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:19.517197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:19.517253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:19.575265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:19.576245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:19.576329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:19.576392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:19.697268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:19.697446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:19.697498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:19.697551] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:19.705986] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-18T20:19:19.706288] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-18T20:19:19.706423] [INFO ] [sig       ] CNI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:19.843028] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNI.txt
[2025-12-18T20:19:19.843157] [INFO ] [sig       ] [744/3568] Completed CNI in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-18T20:19:19.843193] [INFO ] [sig       ] [745/3568] Forecasting CNK...
[2025-12-18T20:19:19.843222] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-18T20:19:19.843252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-18T20:19:19.854315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-18T20:19:19.854613] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-18T20:19:19.855365] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-18T20:19:19.855416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:19.855447] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:19.855474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:19.855530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:19.911969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:19.912867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:19.912951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:19.912983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:20.033443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:20.033613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:20.033657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:20.033687] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:20.036956] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-12-18T20:19:20.037241] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-18T20:19:20.037360] [INFO ] [sig       ] CNK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:20.174626] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNK.txt
[2025-12-18T20:19:20.174758] [INFO ] [sig       ] [745/3568] Completed CNK in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:20.174795] [INFO ] [sig       ] [746/3568] Forecasting CNM...
[2025-12-18T20:19:20.174824] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-18T20:19:20.174853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-18T20:19:20.188358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-18T20:19:20.188681] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-18T20:19:20.189681] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-18T20:19:20.189731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:20.189761] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:20.189787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:20.189842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:20.248776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:20.249533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:20.249629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:20.249678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:20.373925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:20.374081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:20.374121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:20.374151] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:20.377449] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=17.62%)
[2025-12-18T20:19:20.377738] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-18T20:19:20.377861] [INFO ] [sig       ] CNM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:20.522435] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNM.txt
[2025-12-18T20:19:20.522604] [INFO ] [sig       ] [746/3568] Completed CNM in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:20.522655] [INFO ] [sig       ] [747/3568] Forecasting CNMD...
[2025-12-18T20:19:20.522689] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-18T20:19:20.522719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-18T20:19:20.535386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-18T20:19:20.535714] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-18T20:19:20.536673] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-18T20:19:20.536723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:20.536753] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:20.536779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:20.536835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:20.594485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:20.595512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:20.595628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:20.595668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:20.720958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:20.721113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:20.721154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:20.721182] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:20.724451] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2025-12-18T20:19:20.724739] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-18T20:19:20.724858] [INFO ] [sig       ] CNMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:20.863464] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CNMD.txt
[2025-12-18T20:19:20.863637] [INFO ] [sig       ] [747/3568] Completed CNMD in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:20.863679] [INFO ] [sig       ] [748/3568] Forecasting CNNE...
[2025-12-18T20:19:20.863708] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-18T20:19:20.863737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-18T20:19:20.874987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-18T20:19:20.875284] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-18T20:19:20.876051] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-18T20:19:20.876101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:20.876132] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:20.876168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:20.876225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:20.931866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:20.932623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:20.932705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:20.932737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:21.052950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:21.053097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:21.053139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:21.053167] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:21.056485] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-18T20:19:21.056781] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-18T20:19:21.056908] [INFO ] [sig       ] CNNE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:21.199390] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CNNE.txt
[2025-12-18T20:19:21.199548] [INFO ] [sig       ] [748/3568] Completed CNNE in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:21.199616] [INFO ] [sig       ] [749/3568] Forecasting CNO...
[2025-12-18T20:19:21.199649] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-18T20:19:21.199680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-18T20:19:21.210956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-18T20:19:21.211308] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-18T20:19:21.212119] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-18T20:19:21.212172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:21.212204] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:21.212231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:21.212286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:21.268935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:21.269891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:21.269981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:21.270202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:21.396736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:21.396933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:21.396995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:21.397029] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:21.401876] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-18T20:19:21.402349] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-18T20:19:21.402539] [INFO ] [sig       ] CNO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:21.557020] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNO.txt
[2025-12-18T20:19:21.557200] [INFO ] [sig       ] [749/3568] Completed CNO in 0.4s | 2.92 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:21.557240] [INFO ] [sig       ] [750/3568] Forecasting CNOB...
[2025-12-18T20:19:21.557270] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-18T20:19:21.557300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-18T20:19:21.573036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-18T20:19:21.573557] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-18T20:19:21.574802] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-18T20:19:21.574875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:21.574925] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:21.574971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:21.575064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:21.659914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:21.661133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:21.661259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:21.661310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:21.842273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:21.842472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:21.842530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:21.842590] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:21.847403] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2025-12-18T20:19:21.847873] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-18T20:19:21.848084] [INFO ] [sig       ] CNOB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:22.061544] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNOB.txt
[2025-12-18T20:19:22.061798] [INFO ] [sig       ] [750/3568] Completed CNOB in 0.5s | 2.92 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:22.061860] [INFO ] [sig       ] [751/3568] Forecasting CNP...
[2025-12-18T20:19:22.061908] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-18T20:19:22.061951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-18T20:19:22.077833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-18T20:19:22.078357] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-18T20:19:22.079557] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-18T20:19:22.079658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:22.079731] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:22.079771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:22.079856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:22.162252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:22.163511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:22.163673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:22.163723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:22.332286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:22.332479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:22.332553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:22.332625] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:22.337656] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=36.63%)
[2025-12-18T20:19:22.338097] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-18T20:19:22.338287] [INFO ] [sig       ] CNP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:22.518510] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNP.txt
[2025-12-18T20:19:22.518717] [INFO ] [sig       ] [751/3568] Completed CNP in 0.5s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:22.518760] [INFO ] [sig       ] [752/3568] Forecasting CNQ...
[2025-12-18T20:19:22.518791] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-18T20:19:22.518827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-18T20:19:22.534216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-18T20:19:22.534734] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-18T20:19:22.535930] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-18T20:19:22.536000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:22.536051] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:22.536092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:22.536181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:22.599621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:22.600515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:22.600618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:22.600654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:22.724877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:22.725030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:22.725072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:22.725101] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:22.728454] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-12-18T20:19:22.728748] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-18T20:19:22.728875] [INFO ] [sig       ] CNQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:22.873203] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CNQ.txt
[2025-12-18T20:19:22.873373] [INFO ] [sig       ] [752/3568] Completed CNQ in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:22.873417] [INFO ] [sig       ] [753/3568] Forecasting CNS...
[2025-12-18T20:19:22.873445] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-18T20:19:22.873474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-18T20:19:22.887635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-18T20:19:22.888047] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-18T20:19:22.889126] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-18T20:19:22.889191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:22.889236] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:22.889275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:22.889357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:22.951488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:22.952330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:22.952414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:22.952446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:23.070064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:23.070217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:23.070258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:23.070287] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:23.073636] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=42.73%)
[2025-12-18T20:19:23.073940] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-18T20:19:23.074061] [INFO ] [sig       ] CNS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:23.212176] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNS.txt
[2025-12-18T20:19:23.212330] [INFO ] [sig       ] [753/3568] Completed CNS in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:23.212371] [INFO ] [sig       ] [754/3568] Forecasting CNSP...
[2025-12-18T20:19:23.212400] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-18T20:19:23.212431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-18T20:19:23.224529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-18T20:19:23.224950] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-18T20:19:23.225829] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-18T20:19:23.225882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:23.225914] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:23.225941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:23.225996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:23.282612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:23.283428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:23.283510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:23.283542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:23.405557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:23.405725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:23.405767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:23.405825] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:23.410410] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-18T20:19:23.410777] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-18T20:19:23.410929] [INFO ] [sig       ] CNSP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:23.549592] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CNSP.txt
[2025-12-18T20:19:23.549746] [INFO ] [sig       ] [754/3568] Completed CNSP in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:23.549787] [INFO ] [sig       ] [755/3568] Forecasting CNTA...
[2025-12-18T20:19:23.549817] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-18T20:19:23.549848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-18T20:19:23.561307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-18T20:19:23.561693] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-18T20:19:23.562458] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-18T20:19:23.562511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:23.562542] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:23.562587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:23.562647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:23.618853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:23.619745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:23.619829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:23.619862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:23.738732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:23.738889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:23.738932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:23.738961] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:23.742667] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-18T20:19:23.743002] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-18T20:19:23.743144] [INFO ] [sig       ] CNTA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:23.882868] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNTA.txt
[2025-12-18T20:19:23.883006] [INFO ] [sig       ] [755/3568] Completed CNTA in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:23.883045] [INFO ] [sig       ] [756/3568] Forecasting CNTY...
[2025-12-18T20:19:23.883075] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-18T20:19:23.883105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-18T20:19:23.894965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-18T20:19:23.895271] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-18T20:19:23.896058] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-18T20:19:23.896110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:23.896141] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:23.896168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:23.896230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:23.952050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:23.952979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:23.953063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:23.953095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:24.076335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:24.076498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:24.076548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:24.076598] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:24.080080] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-12-18T20:19:24.080355] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-18T20:19:24.080480] [INFO ] [sig       ] CNTY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:24.221979] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CNTY.txt
[2025-12-18T20:19:24.222146] [INFO ] [sig       ] [756/3568] Completed CNTY in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:24.222187] [INFO ] [sig       ] [757/3568] Forecasting CNVS...
[2025-12-18T20:19:24.222216] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-18T20:19:24.222247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-18T20:19:24.235289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-18T20:19:24.235721] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-18T20:19:24.236520] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-18T20:19:24.236591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:24.236628] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:24.236656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:24.236713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:24.296875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:24.297739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:24.297832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:24.297871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:24.417413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:24.417641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:24.417693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:24.417728] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:24.421645] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=56.51%)
[2025-12-18T20:19:24.421939] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-18T20:19:24.422067] [INFO ] [sig       ] CNVS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:24.577444] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CNVS.txt
[2025-12-18T20:19:24.577630] [INFO ] [sig       ] [757/3568] Completed CNVS in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:24.577673] [INFO ] [sig       ] [758/3568] Forecasting CNX...
[2025-12-18T20:19:24.577704] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-18T20:19:24.577733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-18T20:19:24.589993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-18T20:19:24.590340] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-18T20:19:24.591175] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-18T20:19:24.591228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:24.591260] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:24.591287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:24.591345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:24.649558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:24.650392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:24.650475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:24.650509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:24.791055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:24.791227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:24.791283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:24.791326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:24.795615] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-18T20:19:24.796048] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-18T20:19:24.796238] [INFO ] [sig       ] CNX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:24.942074] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CNX.txt
[2025-12-18T20:19:24.942210] [INFO ] [sig       ] [758/3568] Completed CNX in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:24.942250] [INFO ] [sig       ] [759/3568] Forecasting CNXC...
[2025-12-18T20:19:24.942280] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-18T20:19:24.942310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-18T20:19:24.954185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-18T20:19:24.954558] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-18T20:19:24.955355] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-18T20:19:24.955407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:24.955439] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:24.955466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:24.955521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:25.011799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:25.012676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:25.012757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:25.012790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:25.132078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:25.132242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:25.132286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:25.132313] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:25.135707] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-18T20:19:25.135999] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-18T20:19:25.136128] [INFO ] [sig       ] CNXC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:25.274590] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CNXC.txt
[2025-12-18T20:19:25.274737] [INFO ] [sig       ] [759/3568] Completed CNXC in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:25.274783] [INFO ] [sig       ] [760/3568] Forecasting CNXN...
[2025-12-18T20:19:25.274812] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-18T20:19:25.274841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-18T20:19:25.286892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-18T20:19:25.287256] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-18T20:19:25.288041] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-18T20:19:25.288091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:25.288122] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:25.288147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:25.288201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:25.344429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:25.345172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:25.345254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:25.345286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:25.463237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:25.463393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:25.463435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:25.463463] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:25.466764] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-18T20:19:25.467032] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-18T20:19:25.467155] [INFO ] [sig       ] CNXN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:25.606282] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CNXN.txt
[2025-12-18T20:19:25.606406] [INFO ] [sig       ] [760/3568] Completed CNXN in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-18T20:19:25.606443] [INFO ] [sig       ] [761/3568] Forecasting COCO...
[2025-12-18T20:19:25.606480] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-18T20:19:25.606511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-18T20:19:25.617754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-18T20:19:25.618015] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-18T20:19:25.618771] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-18T20:19:25.618831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:25.618863] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:25.618890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:25.618946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:25.674948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:25.675513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:25.675628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:25.675662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:25.794063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:25.794219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:25.794261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:25.794290] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:25.797620] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-18T20:19:25.797889] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-18T20:19:25.798007] [INFO ] [sig       ] COCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:25.936746] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COCO.txt
[2025-12-18T20:19:25.936882] [INFO ] [sig       ] [761/3568] Completed COCO in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-18T20:19:25.936920] [INFO ] [sig       ] [762/3568] Forecasting CODA...
[2025-12-18T20:19:25.936949] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-18T20:19:25.936979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-18T20:19:25.947662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-18T20:19:25.947939] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-18T20:19:25.948692] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-18T20:19:25.948743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:25.948774] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:25.948801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:25.948857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:26.007038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:26.007653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:26.007748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:26.007788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:26.115146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:26.115233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:26.115268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:26.115295] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:26.118381] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-12-18T20:19:26.118657] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-18T20:19:26.118775] [INFO ] [sig       ] CODA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:26.255960] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CODA.txt
[2025-12-18T20:19:26.256065] [INFO ] [sig       ] [762/3568] Completed CODA in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:26.256102] [INFO ] [sig       ] [763/3568] Forecasting CODI...
[2025-12-18T20:19:26.256130] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-18T20:19:26.256159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-18T20:19:26.270341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-18T20:19:26.270761] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-18T20:19:26.271709] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-18T20:19:26.271765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:26.271801] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:26.271833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:26.271903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:26.330683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:26.331606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:26.331690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:26.331721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:26.448964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:26.449169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:26.449213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:26.449242] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:26.452689] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2025-12-18T20:19:26.452969] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-18T20:19:26.453095] [INFO ] [sig       ] CODI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:26.592151] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CODI.txt
[2025-12-18T20:19:26.592315] [INFO ] [sig       ] [763/3568] Completed CODI in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:26.592355] [INFO ] [sig       ] [764/3568] Forecasting COEP...
[2025-12-18T20:19:26.592384] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-18T20:19:26.592415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-18T20:19:26.603866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-18T20:19:26.604189] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-18T20:19:26.604999] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-18T20:19:26.605049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:26.605081] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:26.605108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:26.605164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:26.661704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:26.662613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:26.662700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:26.662731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:26.784998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:26.785151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:26.785192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:26.785224] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:26.788511] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-12-18T20:19:26.788816] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-18T20:19:26.788943] [INFO ] [sig       ] COEP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:26.927903] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COEP.txt
[2025-12-18T20:19:26.928054] [INFO ] [sig       ] [764/3568] Completed COEP in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:26.928100] [INFO ] [sig       ] [765/3568] Forecasting COF...
[2025-12-18T20:19:26.928130] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-18T20:19:26.928159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-18T20:19:26.940068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-18T20:19:26.940396] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-18T20:19:26.941187] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-18T20:19:26.941238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:26.941269] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:26.941295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:26.941351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:26.997722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:26.998664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:26.998750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:26.998781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:27.119803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:27.119960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:27.120002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:27.120030] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:27.123291] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-18T20:19:27.123557] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-18T20:19:27.123693] [INFO ] [sig       ] COF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:27.260470] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COF.txt
[2025-12-18T20:19:27.260629] [INFO ] [sig       ] [765/3568] Completed COF in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:27.260670] [INFO ] [sig       ] [766/3568] Forecasting COFS...
[2025-12-18T20:19:27.260699] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-18T20:19:27.260729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-18T20:19:27.272243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-18T20:19:27.272501] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-18T20:19:27.273421] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-18T20:19:27.273471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:27.273502] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:27.273529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:27.273605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:27.329919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:27.330517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:27.330612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:27.330648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:27.444239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:27.444357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:27.444393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:27.444422] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:27.447565] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-18T20:19:27.447848] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-18T20:19:27.447982] [INFO ] [sig       ] COFS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:27.585154] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/COFS.txt
[2025-12-18T20:19:27.585261] [INFO ] [sig       ] [766/3568] Completed COFS in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:27.585299] [INFO ] [sig       ] [767/3568] Forecasting COIN...
[2025-12-18T20:19:27.585327] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-18T20:19:27.585355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-18T20:19:27.596654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-18T20:19:27.596924] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-18T20:19:27.597676] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-18T20:19:27.597725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:27.597757] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:27.597783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:27.597839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:27.653032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:27.653640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:27.653719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:27.653751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:27.776625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:27.776765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:27.776808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:27.776838] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:27.780068] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=38.47%)
[2025-12-18T20:19:27.780332] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-18T20:19:27.780451] [INFO ] [sig       ] COIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:27.917922] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/COIN.txt
[2025-12-18T20:19:27.918046] [INFO ] [sig       ] [767/3568] Completed COIN in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:27.918083] [INFO ] [sig       ] [768/3568] Forecasting COKE...
[2025-12-18T20:19:27.918111] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-18T20:19:27.918140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-18T20:19:27.929854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-18T20:19:27.930151] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-18T20:19:27.931085] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-18T20:19:27.931137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:27.931195] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:27.931224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:27.931281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:27.987243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:27.987990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:27.988071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:27.988104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:28.104744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:28.104898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:28.104957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:28.104986] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:28.108274] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-12-18T20:19:28.108541] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-18T20:19:28.108677] [INFO ] [sig       ] COKE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:28.257253] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COKE.txt
[2025-12-18T20:19:28.257448] [INFO ] [sig       ] [768/3568] Completed COKE in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:28.257502] [INFO ] [sig       ] [769/3568] Forecasting COLB...
[2025-12-18T20:19:28.257541] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-18T20:19:28.257598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-18T20:19:28.271375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-18T20:19:28.271837] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-18T20:19:28.272722] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-18T20:19:28.272776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:28.272808] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:28.272834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:28.272892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:28.331560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:28.332295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:28.332376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:28.332410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:28.447495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:28.447670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:28.447714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:28.447743] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:28.451051] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-18T20:19:28.451331] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-18T20:19:28.451455] [INFO ] [sig       ] COLB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:28.591296] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COLB.txt
[2025-12-18T20:19:28.591451] [INFO ] [sig       ] [769/3568] Completed COLB in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:28.591490] [INFO ] [sig       ] [770/3568] Forecasting COLD...
[2025-12-18T20:19:28.591519] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-18T20:19:28.591549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-18T20:19:28.605169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-18T20:19:28.605561] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-18T20:19:28.606476] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-18T20:19:28.606528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:28.606560] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:28.606606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:28.606663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:28.668883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:28.669827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:28.669910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:28.669948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:28.789960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:28.790112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:28.790154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:28.790181] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:28.793477] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-18T20:19:28.793763] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-18T20:19:28.793886] [INFO ] [sig       ] COLD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:28.929550] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COLD.txt
[2025-12-18T20:19:28.929691] [INFO ] [sig       ] [770/3568] Completed COLD in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:28.929729] [INFO ] [sig       ] [771/3568] Forecasting COLL...
[2025-12-18T20:19:28.929757] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-18T20:19:28.929787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-18T20:19:28.940394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-18T20:19:28.940724] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-18T20:19:28.941479] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-18T20:19:28.941529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:28.941560] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:28.941609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:28.941666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:28.996434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:28.997072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:28.997151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:28.997182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:29.120032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:29.120189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:29.120231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:29.120295] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:29.124801] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-18T20:19:29.125119] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-18T20:19:29.125255] [INFO ] [sig       ] COLL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:29.268097] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/COLL.txt
[2025-12-18T20:19:29.268236] [INFO ] [sig       ] [771/3568] Completed COLL in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:29.268274] [INFO ] [sig       ] [772/3568] Forecasting COLM...
[2025-12-18T20:19:29.268305] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-18T20:19:29.268334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-18T20:19:29.279248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-18T20:19:29.279562] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-18T20:19:29.280385] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-18T20:19:29.280438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:29.280481] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:29.280509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:29.280566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:29.336385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:29.337168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:29.337246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:29.337278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:29.452910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:29.453057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:29.453098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:29.453126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:29.456429] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-12-18T20:19:29.456717] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-18T20:19:29.456838] [INFO ] [sig       ] COLM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:29.595253] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COLM.txt
[2025-12-18T20:19:29.595405] [INFO ] [sig       ] [772/3568] Completed COLM in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:29.595445] [INFO ] [sig       ] [773/3568] Forecasting COMM...
[2025-12-18T20:19:29.595475] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-18T20:19:29.595504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-18T20:19:29.606288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-18T20:19:29.606599] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-18T20:19:29.607339] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-18T20:19:29.607389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:29.607425] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:29.607461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:29.607531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:29.665292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:29.665937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:29.666012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:29.666044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:29.786358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:29.786491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:29.786531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:29.786560] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:29.789829] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-18T20:19:29.790101] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-18T20:19:29.790225] [INFO ] [sig       ] COMM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:29.928222] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COMM.txt
[2025-12-18T20:19:29.928372] [INFO ] [sig       ] [773/3568] Completed COMM in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:29.928410] [INFO ] [sig       ] [774/3568] Forecasting COMP...
[2025-12-18T20:19:29.928441] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-18T20:19:29.928473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-18T20:19:29.939499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-18T20:19:29.939844] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-18T20:19:29.940633] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-18T20:19:29.940685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:29.940718] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:29.940747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:29.940805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:29.997790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:29.998403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:29.998482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:29.998515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:30.120044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:30.120199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:30.120244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:30.120271] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:30.123527] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-12-18T20:19:30.123816] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-18T20:19:30.123938] [INFO ] [sig       ] COMP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:30.262123] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/COMP.txt
[2025-12-18T20:19:30.262249] [INFO ] [sig       ] [774/3568] Completed COMP in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:30.262286] [INFO ] [sig       ] [775/3568] Forecasting CONL...
[2025-12-18T20:19:30.262315] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-18T20:19:30.262344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-18T20:19:30.273538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-18T20:19:30.273839] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-18T20:19:30.274604] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-18T20:19:30.274655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:30.274686] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:30.274712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:30.274767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:30.330026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:30.330670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:30.330747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:30.330780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:30.450643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:30.450778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:30.450818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:30.450847] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:30.454127] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=35.27%)
[2025-12-18T20:19:30.454406] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-18T20:19:30.454544] [INFO ] [sig       ] CONL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:30.592196] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CONL.txt
[2025-12-18T20:19:30.592346] [INFO ] [sig       ] [775/3568] Completed CONL in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:30.592388] [INFO ] [sig       ] [776/3568] Forecasting COO...
[2025-12-18T20:19:30.592444] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-18T20:19:30.592476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-18T20:19:30.604018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-18T20:19:30.604356] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-18T20:19:30.605139] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-18T20:19:30.605190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:30.605221] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:30.605248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:30.605304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:30.660164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:30.660890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:30.660971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:30.661002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:30.780008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:30.780169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:30.780211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:30.780239] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:30.784024] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-18T20:19:30.784319] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-18T20:19:30.784449] [INFO ] [sig       ] COO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:30.931156] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/COO.txt
[2025-12-18T20:19:30.931341] [INFO ] [sig       ] [776/3568] Completed COO in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:30.931396] [INFO ] [sig       ] [777/3568] Forecasting COP...
[2025-12-18T20:19:30.931426] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-18T20:19:30.931455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-18T20:19:30.943865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-18T20:19:30.944197] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-18T20:19:30.944980] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-18T20:19:30.945032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:30.945064] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:30.945090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:30.945146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:31.005877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:31.006733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:31.006820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:31.006852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:31.134266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:31.134419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:31.134461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:31.134489] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:31.137927] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-18T20:19:31.138203] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-18T20:19:31.138326] [INFO ] [sig       ] COP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:31.281184] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COP.txt
[2025-12-18T20:19:31.281338] [INFO ] [sig       ] [777/3568] Completed COP in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-18T20:19:31.281379] [INFO ] [sig       ] [778/3568] Forecasting COPP...
[2025-12-18T20:19:31.281410] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-18T20:19:31.281439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-18T20:19:31.293509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-18T20:19:31.293914] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-18T20:19:31.294750] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-18T20:19:31.294801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:31.294836] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:31.294873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:31.294931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:31.355671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:31.356528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:31.356672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:31.356708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:31.472548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:31.472725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:31.472770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:31.472798] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:31.476141] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-18T20:19:31.476417] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-18T20:19:31.476540] [INFO ] [sig       ] COPP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:31.614752] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/COPP.txt
[2025-12-18T20:19:31.614885] [INFO ] [sig       ] [778/3568] Completed COPP in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-18T20:19:31.614923] [INFO ] [sig       ] [779/3568] Forecasting CORZ...
[2025-12-18T20:19:31.614957] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-18T20:19:31.614986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-18T20:19:31.626689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-18T20:19:31.627009] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-18T20:19:31.627775] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-18T20:19:31.627826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:31.627858] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:31.627885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:31.627949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:31.684064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:31.684913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:31.684994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:31.685029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:31.806059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:31.806220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:31.806263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:31.806308] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:31.809800] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-18T20:19:31.810100] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-18T20:19:31.810232] [INFO ] [sig       ] CORZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:31.948906] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CORZ.txt
[2025-12-18T20:19:31.949065] [INFO ] [sig       ] [779/3568] Completed CORZ in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:31.949106] [INFO ] [sig       ] [780/3568] Forecasting CORZZ...
[2025-12-18T20:19:31.949135] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-18T20:19:31.949166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-18T20:19:31.960315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-18T20:19:31.960622] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-18T20:19:31.961375] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-18T20:19:31.961426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:31.961457] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:31.961483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:31.961538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:32.017096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:32.017791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:32.017870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:32.017902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:32.127791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:32.127942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:32.127984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:32.128013] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:32.131290] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-18T20:19:32.131557] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-18T20:19:32.131705] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:32.269404] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CORZZ.txt
[2025-12-18T20:19:32.269549] [INFO ] [sig       ] [780/3568] Completed CORZZ in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:32.269608] [INFO ] [sig       ] [781/3568] Forecasting COTY...
[2025-12-18T20:19:32.269639] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-18T20:19:32.269668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-18T20:19:32.280983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-18T20:19:32.281275] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-18T20:19:32.282046] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-18T20:19:32.282097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:32.282128] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:32.282155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:32.282211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:32.337740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:32.338355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:32.338430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:32.338475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:32.459177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:32.459317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:32.459358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:32.459387] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:32.462652] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-12-18T20:19:32.462920] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-18T20:19:32.463043] [INFO ] [sig       ] COTY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:32.602561] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COTY.txt
[2025-12-18T20:19:32.602699] [INFO ] [sig       ] [781/3568] Completed COTY in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:32.602737] [INFO ] [sig       ] [782/3568] Forecasting COWG...
[2025-12-18T20:19:32.602767] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-18T20:19:32.602797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-18T20:19:32.613925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-18T20:19:32.614204] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-18T20:19:32.614987] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-18T20:19:32.615036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:32.615067] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:32.615093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:32.615148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:32.671456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:32.672098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:32.672174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:32.672206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:32.791256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:32.791401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:32.791442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:32.791470] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:32.794738] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-18T20:19:32.795006] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-18T20:19:32.795124] [INFO ] [sig       ] COWG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:32.931944] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/COWG.txt
[2025-12-18T20:19:32.932070] [INFO ] [sig       ] [782/3568] Completed COWG in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:32.932108] [INFO ] [sig       ] [783/3568] Forecasting COYA...
[2025-12-18T20:19:32.932137] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-18T20:19:32.932168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-18T20:19:32.942842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-18T20:19:32.943119] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-18T20:19:32.943878] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-18T20:19:32.943928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:32.943959] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:32.943996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:32.944053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:33.001078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:33.001741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:33.001819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:33.001853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:33.113935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:33.114077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:33.114119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:33.114148] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:33.117386] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-18T20:19:33.117672] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-18T20:19:33.117791] [INFO ] [sig       ] COYA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:33.254449] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/COYA.txt
[2025-12-18T20:19:33.254587] [INFO ] [sig       ] [783/3568] Completed COYA in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:33.254626] [INFO ] [sig       ] [784/3568] Forecasting CP...
[2025-12-18T20:19:33.254656] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-18T20:19:33.254685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-18T20:19:33.265674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-18T20:19:33.265960] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-18T20:19:33.266721] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-18T20:19:33.266772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:33.266803] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:33.266830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:33.266886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:33.323836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:33.324460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:33.324535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:33.324566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:33.445978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:33.446125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:33.446168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:33.446196] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:33.449471] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-12-18T20:19:33.449756] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-18T20:19:33.449878] [INFO ] [sig       ] CP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:33.587588] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CP.txt
[2025-12-18T20:19:33.587714] [INFO ] [sig       ] [784/3568] Completed CP in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:33.587753] [INFO ] [sig       ] [785/3568] Forecasting CPA...
[2025-12-18T20:19:33.587781] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-18T20:19:33.587810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-18T20:19:33.598960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-18T20:19:33.599271] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-18T20:19:33.600079] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-18T20:19:33.600155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:33.600188] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:33.600214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:33.600270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:33.656021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:33.656644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:33.656729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:33.656761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:33.775936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:33.776091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:33.776134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:33.776163] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:33.779478] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-12-18T20:19:33.779780] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-18T20:19:33.779907] [INFO ] [sig       ] CPA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:33.978330] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CPA.txt
[2025-12-18T20:19:33.978469] [INFO ] [sig       ] [785/3568] Completed CPA in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:33.978508] [INFO ] [sig       ] [786/3568] Forecasting CPB...
[2025-12-18T20:19:33.978538] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-18T20:19:33.978568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-18T20:19:33.990263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-18T20:19:33.990591] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-18T20:19:33.991401] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-18T20:19:33.991452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:33.991484] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:33.991510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:33.991567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:34.050032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:34.050807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:34.050887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:34.050921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:34.165508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:34.165666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:34.165709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:34.165736] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:34.168979] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-18T20:19:34.169279] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-18T20:19:34.169408] [INFO ] [sig       ] CPB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:34.305874] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CPB.txt
[2025-12-18T20:19:34.306009] [INFO ] [sig       ] [786/3568] Completed CPB in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:34.306050] [INFO ] [sig       ] [787/3568] Forecasting CPF...
[2025-12-18T20:19:34.306078] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-18T20:19:34.306108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-18T20:19:34.316979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-18T20:19:34.317255] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-18T20:19:34.318033] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-18T20:19:34.318084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:34.318116] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:34.318143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:34.318203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:34.373960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:34.374624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:34.374701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:34.374733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:34.494165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:34.494318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:34.494360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:34.494389] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:34.497713] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-18T20:19:34.497982] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-18T20:19:34.498104] [INFO ] [sig       ] CPF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:34.635184] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CPF.txt
[2025-12-18T20:19:34.635317] [INFO ] [sig       ] [787/3568] Completed CPF in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:34.635357] [INFO ] [sig       ] [788/3568] Forecasting CPIX...
[2025-12-18T20:19:34.635386] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-18T20:19:34.635417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-18T20:19:34.646914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-18T20:19:34.647210] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-18T20:19:34.647977] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-18T20:19:34.648032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:34.648063] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:34.648089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:34.648145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:34.704711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:34.705338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:34.705425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:34.705456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:34.828785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:34.828941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:34.829015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:34.829070] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:34.832448] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-18T20:19:34.832747] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-18T20:19:34.832873] [INFO ] [sig       ] CPIX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:34.981301] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CPIX.txt
[2025-12-18T20:19:34.981467] [INFO ] [sig       ] [788/3568] Completed CPIX in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:34.981507] [INFO ] [sig       ] [789/3568] Forecasting CPK...
[2025-12-18T20:19:34.981538] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-18T20:19:34.981566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-18T20:19:34.994512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-18T20:19:34.994873] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-18T20:19:34.995668] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-18T20:19:34.995720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:34.995752] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:34.995778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:34.995836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:35.057634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:35.058678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:35.058759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:35.058791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:35.181492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:35.181668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:35.181713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:35.181744] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:35.185774] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=49.24%)
[2025-12-18T20:19:35.186085] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-18T20:19:35.186223] [INFO ] [sig       ] CPK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:35.327812] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CPK.txt
[2025-12-18T20:19:35.327964] [INFO ] [sig       ] [789/3568] Completed CPK in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:35.328005] [INFO ] [sig       ] [790/3568] Forecasting CPNG...
[2025-12-18T20:19:35.328038] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-18T20:19:35.328068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-18T20:19:35.340027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-18T20:19:35.340417] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-18T20:19:35.341264] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-18T20:19:35.341317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:35.341350] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:35.341377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:35.341448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:35.397691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:35.398545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:35.398652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:35.398687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:35.523509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:35.523683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:35.523728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:35.523757] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:35.527140] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-18T20:19:35.527438] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-18T20:19:35.527566] [INFO ] [sig       ] CPNG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:35.667373] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CPNG.txt
[2025-12-18T20:19:35.667506] [INFO ] [sig       ] [790/3568] Completed CPNG in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:35.667546] [INFO ] [sig       ] [791/3568] Forecasting CPRI...
[2025-12-18T20:19:35.667593] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-18T20:19:35.667624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-18T20:19:35.679667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-18T20:19:35.679988] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-18T20:19:35.680781] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-18T20:19:35.680831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:35.680861] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:35.680887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:35.680942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:35.739404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:35.740302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:35.740389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:35.740422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:35.862718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:35.862869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:35.862910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:35.862942] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:35.866642] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=73.02%)
[2025-12-18T20:19:35.866924] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-18T20:19:35.867050] [INFO ] [sig       ] CPRI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:36.004991] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CPRI.txt
[2025-12-18T20:19:36.005136] [INFO ] [sig       ] [791/3568] Completed CPRI in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:36.005176] [INFO ] [sig       ] [792/3568] Forecasting CPRX...
[2025-12-18T20:19:36.005204] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-18T20:19:36.005260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-18T20:19:36.016591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-18T20:19:36.016949] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-18T20:19:36.017788] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-18T20:19:36.017848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:36.017909] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:36.017943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:36.018001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:36.074859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:36.075926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:36.076029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:36.076078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:36.197532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:36.197751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:36.197804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:36.197840] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:36.201687] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-12-18T20:19:36.201997] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-18T20:19:36.202137] [INFO ] [sig       ] CPRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:36.346662] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CPRX.txt
[2025-12-18T20:19:36.346803] [INFO ] [sig       ] [792/3568] Completed CPRX in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:36.346842] [INFO ] [sig       ] [793/3568] Forecasting CPS...
[2025-12-18T20:19:36.346871] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-18T20:19:36.346900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-18T20:19:36.358967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-18T20:19:36.359434] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-18T20:19:36.360413] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-18T20:19:36.360474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:36.360514] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:36.360550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:36.360646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:36.422143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:36.423177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:36.423275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:36.423320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:36.551748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:36.551918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:36.551964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:36.551995] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:36.555369] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-18T20:19:36.555698] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-18T20:19:36.555833] [INFO ] [sig       ] CPS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:36.706873] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CPS.txt
[2025-12-18T20:19:36.707028] [INFO ] [sig       ] [793/3568] Completed CPS in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-18T20:19:36.707074] [INFO ] [sig       ] [794/3568] Forecasting CPSH...
[2025-12-18T20:19:36.707105] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-18T20:19:36.707135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-18T20:19:36.719494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-18T20:19:36.719871] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-18T20:19:36.720664] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-18T20:19:36.720715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:36.720746] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:36.720772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:36.720828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:36.776432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:36.777160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:36.777242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:36.777275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:36.900921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:36.901072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:36.901116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:36.901146] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:36.904517] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-18T20:19:36.904843] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-18T20:19:36.904984] [INFO ] [sig       ] CPSH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:37.043878] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CPSH.txt
[2025-12-18T20:19:37.044009] [INFO ] [sig       ] [794/3568] Completed CPSH in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-18T20:19:37.044047] [INFO ] [sig       ] [795/3568] Forecasting CPSS...
[2025-12-18T20:19:37.044076] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-18T20:19:37.044105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-18T20:19:37.054531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-18T20:19:37.054838] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-18T20:19:37.055634] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-18T20:19:37.055685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:37.055716] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:37.055742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:37.055798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:37.114992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:37.115965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:37.116045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:37.116076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:37.226113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:37.226259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:37.226299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:37.226327] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:37.229623] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-18T20:19:37.229892] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-18T20:19:37.230014] [INFO ] [sig       ] CPSS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:37.371216] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CPSS.txt
[2025-12-18T20:19:37.371367] [INFO ] [sig       ] [795/3568] Completed CPSS in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-18T20:19:37.371406] [INFO ] [sig       ] [796/3568] Forecasting CPZ...
[2025-12-18T20:19:37.371436] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-18T20:19:37.371465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-18T20:19:37.383334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-18T20:19:37.383675] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-18T20:19:37.384455] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-18T20:19:37.384507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:37.384551] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:37.384598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:37.384657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:37.442341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:37.443036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:37.443121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:37.443155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:37.561737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:37.561907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:37.561950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:37.561978] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:37.565427] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-12-18T20:19:37.565788] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-18T20:19:37.565934] [INFO ] [sig       ] CPZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:37.709805] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CPZ.txt
[2025-12-18T20:19:37.709967] [INFO ] [sig       ] [796/3568] Completed CPZ in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-18T20:19:37.710007] [INFO ] [sig       ] [797/3568] Forecasting CQP...
[2025-12-18T20:19:37.710037] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-18T20:19:37.710068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-18T20:19:37.722052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-18T20:19:37.722387] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-18T20:19:37.723172] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-18T20:19:37.723223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:37.723253] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:37.723279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:37.723335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:37.779411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:37.780182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:37.780264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:37.780296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:37.903022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:37.903177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:37.903221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:37.903251] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:37.906619] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-18T20:19:37.906899] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-18T20:19:37.907027] [INFO ] [sig       ] CQP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:38.047792] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CQP.txt
[2025-12-18T20:19:38.047925] [INFO ] [sig       ] [797/3568] Completed CQP in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:38.047964] [INFO ] [sig       ] [798/3568] Forecasting CRAI...
[2025-12-18T20:19:38.047993] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-18T20:19:38.048021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-18T20:19:38.059423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-18T20:19:38.059806] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-18T20:19:38.060632] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-18T20:19:38.060685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:38.060717] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:38.060744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:38.060801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:38.116858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:38.117711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:38.117790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:38.117822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:38.236687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:38.236845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:38.236887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:38.236915] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:38.240234] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=43.70%)
[2025-12-18T20:19:38.240510] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-18T20:19:38.240685] [INFO ] [sig       ] CRAI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:38.384902] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRAI.txt
[2025-12-18T20:19:38.385110] [INFO ] [sig       ] [798/3568] Completed CRAI in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:38.385169] [INFO ] [sig       ] [799/3568] Forecasting CRBG...
[2025-12-18T20:19:38.385214] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-18T20:19:38.385257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-18T20:19:38.397907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-18T20:19:38.398252] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-18T20:19:38.399054] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-18T20:19:38.399110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:38.399143] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:38.399169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:38.399224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:38.453965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:38.454788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:38.454868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:38.454900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:38.569212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:38.569310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:38.569346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:38.569372] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:38.572414] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-18T20:19:38.572695] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-18T20:19:38.572817] [INFO ] [sig       ] CRBG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:38.708170] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRBG.txt
[2025-12-18T20:19:38.708275] [INFO ] [sig       ] [799/3568] Completed CRBG in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:38.708319] [INFO ] [sig       ] [800/3568] Forecasting CRBP...
[2025-12-18T20:19:38.708349] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-18T20:19:38.708378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-18T20:19:38.719408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-18T20:19:38.719695] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-18T20:19:38.720422] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-18T20:19:38.720474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:38.720505] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:38.720532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:38.720607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:38.776006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:38.776589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:38.776665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:38.776696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:38.894712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:38.894808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:38.894843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:38.894870] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:38.897896] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-12-18T20:19:38.898156] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-18T20:19:38.898272] [INFO ] [sig       ] CRBP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:39.034972] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRBP.txt
[2025-12-18T20:19:39.035074] [INFO ] [sig       ] [800/3568] Completed CRBP in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:39.035116] [INFO ] [sig       ] [801/3568] Forecasting CRC...
[2025-12-18T20:19:39.035145] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-18T20:19:39.035174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-18T20:19:39.047840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-18T20:19:39.048280] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-18T20:19:39.049173] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-18T20:19:39.049227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:39.049260] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:39.049288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:39.049344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:39.106450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:39.107242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:39.107326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:39.107358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:39.227334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:39.227502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:39.227547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:39.227593] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:39.231125] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=67.25%)
[2025-12-18T20:19:39.231415] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-18T20:19:39.231560] [INFO ] [sig       ] CRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:39.373077] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRC.txt
[2025-12-18T20:19:39.373218] [INFO ] [sig       ] [801/3568] Completed CRC in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:39.373256] [INFO ] [sig       ] [802/3568] Forecasting CRDF...
[2025-12-18T20:19:39.373286] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-18T20:19:39.373315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-18T20:19:39.384752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-18T20:19:39.385097] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-18T20:19:39.385962] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-18T20:19:39.386015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:39.386048] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:39.386077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:39.386169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:39.442081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:39.442763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:39.442846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:39.442879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:39.560391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:39.560558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:39.560622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:39.560652] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:39.564065] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-12-18T20:19:39.564373] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-18T20:19:39.564507] [INFO ] [sig       ] CRDF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:39.706472] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRDF.txt
[2025-12-18T20:19:39.706653] [INFO ] [sig       ] [802/3568] Completed CRDF in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:39.706695] [INFO ] [sig       ] [803/3568] Forecasting CRDO...
[2025-12-18T20:19:39.706725] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-18T20:19:39.706755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-18T20:19:39.718306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-18T20:19:39.718620] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-18T20:19:39.719397] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-18T20:19:39.719447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:39.719478] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:39.719503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:39.719557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:39.776299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:39.776980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:39.777060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:39.777097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:39.896009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:39.896169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:39.896229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:39.896260] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:39.899628] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-18T20:19:39.899905] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-18T20:19:39.900032] [INFO ] [sig       ] CRDO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:40.044388] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRDO.txt
[2025-12-18T20:19:40.044550] [INFO ] [sig       ] [803/3568] Completed CRDO in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:40.044614] [INFO ] [sig       ] [804/3568] Forecasting CRESY...
[2025-12-18T20:19:40.044646] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-18T20:19:40.044678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-18T20:19:40.057041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-18T20:19:40.057651] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-18T20:19:40.058446] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-18T20:19:40.058500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:40.058534] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:40.058561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:40.058639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:40.123298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:40.124188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:40.124271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:40.124306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:40.244649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:40.244801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:40.244843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:40.244872] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:40.248132] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-12-18T20:19:40.248398] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-18T20:19:40.248521] [INFO ] [sig       ] CRESY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:40.385614] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRESY.txt
[2025-12-18T20:19:40.385743] [INFO ] [sig       ] [804/3568] Completed CRESY in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:40.385783] [INFO ] [sig       ] [805/3568] Forecasting CREX...
[2025-12-18T20:19:40.385813] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-18T20:19:40.385843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-18T20:19:40.396646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-18T20:19:40.397001] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-18T20:19:40.397838] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-18T20:19:40.397900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:40.397935] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:40.397963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:40.398020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:40.454147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:40.454810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:40.454904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:40.454936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:40.574591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:40.574774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:40.574815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:40.574844] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:40.578169] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=36.98%)
[2025-12-18T20:19:40.578439] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-18T20:19:40.578563] [INFO ] [sig       ] CREX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:40.719986] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CREX.txt
[2025-12-18T20:19:40.720142] [INFO ] [sig       ] [805/3568] Completed CREX in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:40.720182] [INFO ] [sig       ] [806/3568] Forecasting CRGO...
[2025-12-18T20:19:40.720212] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-18T20:19:40.720241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-18T20:19:40.731407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-18T20:19:40.731786] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-18T20:19:40.732655] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-18T20:19:40.732710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:40.732742] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:40.732769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:40.732827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:40.794624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:40.795465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:40.795548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:40.795599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:40.918513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:40.918676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:40.918718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:40.918747] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:40.922042] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-18T20:19:40.922306] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-18T20:19:40.922424] [INFO ] [sig       ] CRGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:41.059410] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRGO.txt
[2025-12-18T20:19:41.059544] [INFO ] [sig       ] [806/3568] Completed CRGO in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:41.059601] [INFO ] [sig       ] [807/3568] Forecasting CRGY...
[2025-12-18T20:19:41.059635] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-18T20:19:41.059666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-18T20:19:41.071519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-18T20:19:41.071828] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-18T20:19:41.072589] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-18T20:19:41.072640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:41.072682] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:41.072709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:41.072765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:41.129167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:41.129957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:41.130039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:41.130074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:41.254285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:41.254636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:41.254683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:41.254711] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:41.258462] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-12-18T20:19:41.258746] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-18T20:19:41.258868] [INFO ] [sig       ] CRGY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:41.395976] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRGY.txt
[2025-12-18T20:19:41.396097] [INFO ] [sig       ] [807/3568] Completed CRGY in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:41.396136] [INFO ] [sig       ] [808/3568] Forecasting CRH...
[2025-12-18T20:19:41.396164] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-18T20:19:41.396193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-18T20:19:41.408723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-18T20:19:41.409087] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-18T20:19:41.409864] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-18T20:19:41.409915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:41.409946] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:41.409972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:41.410029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:41.465876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:41.466498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:41.466591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:41.466626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:41.588941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:41.589095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:41.589141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:41.589170] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:41.592477] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=22.25%)
[2025-12-18T20:19:41.592767] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-18T20:19:41.592895] [INFO ] [sig       ] CRH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:41.735861] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRH.txt
[2025-12-18T20:19:41.736012] [INFO ] [sig       ] [808/3568] Completed CRH in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:41.736089] [INFO ] [sig       ] [809/3568] Forecasting CRI...
[2025-12-18T20:19:41.736122] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-18T20:19:41.736153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-18T20:19:41.747675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-18T20:19:41.747998] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-18T20:19:41.748780] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-18T20:19:41.748831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:41.748864] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:41.748891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:41.748949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:41.807973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:41.808860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:41.808952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:41.808984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:41.930438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:41.930603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:41.930648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:41.930676] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:41.933986] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-18T20:19:41.934259] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-18T20:19:41.934379] [INFO ] [sig       ] CRI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:42.072299] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRI.txt
[2025-12-18T20:19:42.072439] [INFO ] [sig       ] [809/3568] Completed CRI in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:42.072479] [INFO ] [sig       ] [810/3568] Forecasting CRIS...
[2025-12-18T20:19:42.072508] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-18T20:19:42.072537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-18T20:19:42.083845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-18T20:19:42.084197] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-18T20:19:42.084990] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-18T20:19:42.085042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:42.085075] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:42.085103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:42.085160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:42.142799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:42.143620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:42.143712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:42.143747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:42.265762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:42.265912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:42.265954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:42.265981] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:42.269255] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-18T20:19:42.269523] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-18T20:19:42.269667] [INFO ] [sig       ] CRIS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:42.410564] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRIS.txt
[2025-12-18T20:19:42.410712] [INFO ] [sig       ] [810/3568] Completed CRIS in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-18T20:19:42.410750] [INFO ] [sig       ] [811/3568] Forecasting CRK...
[2025-12-18T20:19:42.410784] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-18T20:19:42.410815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-18T20:19:42.422698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-18T20:19:42.423034] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-18T20:19:42.423805] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-18T20:19:42.423855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:42.423885] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:42.423911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:42.423967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:42.485948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:42.486871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:42.486962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:42.486997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:42.619678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:42.619854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:42.619913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:42.619957] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:42.624012] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=48.88%)
[2025-12-18T20:19:42.624409] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-18T20:19:42.624564] [INFO ] [sig       ] CRK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:42.774690] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRK.txt
[2025-12-18T20:19:42.774840] [INFO ] [sig       ] [811/3568] Completed CRK in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-18T20:19:42.774880] [INFO ] [sig       ] [812/3568] Forecasting CRL...
[2025-12-18T20:19:42.774908] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-18T20:19:42.774938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-18T20:19:42.786817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-18T20:19:42.787190] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-18T20:19:42.787992] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-18T20:19:42.788044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:42.788075] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:42.788130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:42.788189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:42.847198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:42.848057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:42.848141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:42.848175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:42.974547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:42.974744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:42.974789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:42.974820] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:42.978217] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-12-18T20:19:42.978493] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-18T20:19:42.978640] [INFO ] [sig       ] CRL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:43.117476] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRL.txt
[2025-12-18T20:19:43.117670] [INFO ] [sig       ] [812/3568] Completed CRL in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-18T20:19:43.117729] [INFO ] [sig       ] [813/3568] Forecasting CRM...
[2025-12-18T20:19:43.117764] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-18T20:19:43.117795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-18T20:19:43.129422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-18T20:19:43.129783] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-18T20:19:43.130682] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-18T20:19:43.130736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:43.130767] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:43.130794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:43.130850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:43.188679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:43.189490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:43.189588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:43.189622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:43.310982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:43.311154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:43.311207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:43.311237] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:43.314708] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=89.57%)
[2025-12-18T20:19:43.314994] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-18T20:19:43.315114] [INFO ] [sig       ] CRM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:43.452603] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRM.txt
[2025-12-18T20:19:43.452742] [INFO ] [sig       ] [813/3568] Completed CRM in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-18T20:19:43.452782] [INFO ] [sig       ] [814/3568] Forecasting CRMD...
[2025-12-18T20:19:43.452811] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-18T20:19:43.452840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-18T20:19:43.465003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-18T20:19:43.465344] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-18T20:19:43.466162] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-18T20:19:43.466216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:43.466252] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:43.466280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:43.466338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:43.522697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:43.523348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:43.523425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:43.523456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:43.637881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:43.638030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:43.638072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:43.638117] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:43.641697] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=0.11%)
[2025-12-18T20:19:43.641962] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-18T20:19:43.642080] [INFO ] [sig       ] CRMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:43.780995] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRMD.txt
[2025-12-18T20:19:43.781138] [INFO ] [sig       ] [814/3568] Completed CRMD in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-18T20:19:43.781176] [INFO ] [sig       ] [815/3568] Forecasting CRML...
[2025-12-18T20:19:43.781205] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-18T20:19:43.781234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-18T20:19:43.792297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-18T20:19:43.792635] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-18T20:19:43.793428] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-18T20:19:43.793480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:43.793511] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:43.793539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:43.793621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:43.852015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:43.852822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:43.852901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:43.852935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:43.973481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:43.973650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:43.973696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:43.973725] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:43.977214] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-12-18T20:19:43.977538] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-18T20:19:43.977696] [INFO ] [sig       ] CRML: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:44.121045] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRML.txt
[2025-12-18T20:19:44.121221] [INFO ] [sig       ] [815/3568] Completed CRML in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:44.121264] [INFO ] [sig       ] [816/3568] Forecasting CRNC...
[2025-12-18T20:19:44.121294] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-18T20:19:44.121325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-18T20:19:44.134206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-18T20:19:44.134538] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-18T20:19:44.135321] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-18T20:19:44.135372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:44.135403] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:44.135429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:44.135484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:44.193259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:44.194062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:44.194145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:44.194178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:44.312353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:44.312522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:44.312566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:44.312615] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:44.316013] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-12-18T20:19:44.316283] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-18T20:19:44.316407] [INFO ] [sig       ] CRNC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:44.458262] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRNC.txt
[2025-12-18T20:19:44.458405] [INFO ] [sig       ] [816/3568] Completed CRNC in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:44.458451] [INFO ] [sig       ] [817/3568] Forecasting CRNX...
[2025-12-18T20:19:44.458481] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-18T20:19:44.458511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-18T20:19:44.469409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-18T20:19:44.469742] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-18T20:19:44.470492] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-18T20:19:44.470542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:44.470593] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:44.470623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:44.470680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:44.526888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:44.527614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:44.527694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:44.527727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:44.650992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:44.651145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:44.651189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:44.651220] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:44.654647] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-12-18T20:19:44.654928] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-18T20:19:44.655056] [INFO ] [sig       ] CRNX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:44.794279] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRNX.txt
[2025-12-18T20:19:44.794415] [INFO ] [sig       ] [817/3568] Completed CRNX in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:44.794454] [INFO ] [sig       ] [818/3568] Forecasting CRON...
[2025-12-18T20:19:44.794483] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-18T20:19:44.794512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-18T20:19:44.807434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-18T20:19:44.807773] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-18T20:19:44.808555] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-18T20:19:44.808623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:44.808655] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:44.808681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:44.808749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:44.863936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:44.864549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:44.864654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:44.864688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:44.982519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:44.982642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:44.982680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:44.982708] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:44.985762] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-18T20:19:44.986023] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-18T20:19:44.986142] [INFO ] [sig       ] CRON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:45.121664] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRON.txt
[2025-12-18T20:19:45.121774] [INFO ] [sig       ] [818/3568] Completed CRON in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:45.121813] [INFO ] [sig       ] [819/3568] Forecasting CROX...
[2025-12-18T20:19:45.121841] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-18T20:19:45.121870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-18T20:19:45.134181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-18T20:19:45.134540] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-18T20:19:45.135355] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-18T20:19:45.135406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:45.135438] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:45.135464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:45.135520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:45.190610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:45.191279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:45.191360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:45.191391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:45.311215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:45.311432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:45.311501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:45.311534] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:45.315186] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-12-18T20:19:45.315463] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-18T20:19:45.315613] [INFO ] [sig       ] CROX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:45.452533] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CROX.txt
[2025-12-18T20:19:45.452689] [INFO ] [sig       ] [819/3568] Completed CROX in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:45.452730] [INFO ] [sig       ] [820/3568] Forecasting CRS...
[2025-12-18T20:19:45.452758] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-18T20:19:45.452788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-18T20:19:45.464543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-18T20:19:45.464919] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-18T20:19:45.465771] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-18T20:19:45.465836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:45.465869] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:45.465895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:45.465950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:45.522803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:45.523694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:45.523778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:45.523811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:45.640228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:45.640390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:45.640432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:45.640460] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:45.643813] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-12-18T20:19:45.644083] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-18T20:19:45.644206] [INFO ] [sig       ] CRS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:45.780819] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRS.txt
[2025-12-18T20:19:45.780967] [INFO ] [sig       ] [820/3568] Completed CRS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:45.781018] [INFO ] [sig       ] [821/3568] Forecasting CRSP...
[2025-12-18T20:19:45.781049] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-18T20:19:45.781078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-18T20:19:45.792675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-18T20:19:45.792984] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-18T20:19:45.793835] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-18T20:19:45.793886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:45.793915] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:45.793941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:45.793996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:45.850931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:45.851629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:45.851712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:45.851745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:45.979203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:45.979366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:45.979408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:45.979437] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:45.982843] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=57.06%)
[2025-12-18T20:19:45.983114] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-18T20:19:45.983237] [INFO ] [sig       ] CRSP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:46.123272] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRSP.txt
[2025-12-18T20:19:46.123408] [INFO ] [sig       ] [821/3568] Completed CRSP in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:46.123459] [INFO ] [sig       ] [822/3568] Forecasting CRTO...
[2025-12-18T20:19:46.123489] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-18T20:19:46.123518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-18T20:19:46.136079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-18T20:19:46.136389] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-18T20:19:46.137166] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-18T20:19:46.137216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:46.137247] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:46.137274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:46.137332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:46.193854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:46.194460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:46.194745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:46.194778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:46.316929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:46.317071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:46.317111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:46.317139] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:46.320491] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-18T20:19:46.320779] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-18T20:19:46.320903] [INFO ] [sig       ] CRTO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:46.457511] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRTO.txt
[2025-12-18T20:19:46.457647] [INFO ] [sig       ] [822/3568] Completed CRTO in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:46.457686] [INFO ] [sig       ] [823/3568] Forecasting CRUS...
[2025-12-18T20:19:46.457715] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-18T20:19:46.457744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-18T20:19:46.470375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-18T20:19:46.470661] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-18T20:19:46.471438] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-18T20:19:46.471489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:46.471518] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:46.471544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:46.471622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:46.527045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:46.527660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:46.527737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:46.527768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:46.645649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:46.645783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:46.645822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:46.645850] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:46.649054] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=72.72%)
[2025-12-18T20:19:46.649325] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-18T20:19:46.649456] [INFO ] [sig       ] CRUS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:46.786405] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRUS.txt
[2025-12-18T20:19:46.786526] [INFO ] [sig       ] [823/3568] Completed CRUS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:46.786566] [INFO ] [sig       ] [824/3568] Forecasting CRVL...
[2025-12-18T20:19:46.786614] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-18T20:19:46.786645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-18T20:19:46.799146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-18T20:19:46.799503] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-18T20:19:46.800300] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-18T20:19:46.800351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:46.800382] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:46.800408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:46.800465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:46.858545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:46.859337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:46.859429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:46.859462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:46.979817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:46.979978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:46.980021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:46.980050] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:46.983524] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-12-18T20:19:46.983823] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-18T20:19:46.983953] [INFO ] [sig       ] CRVL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:47.126392] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRVL.txt
[2025-12-18T20:19:47.126536] [INFO ] [sig       ] [824/3568] Completed CRVL in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:47.126592] [INFO ] [sig       ] [825/3568] Forecasting CRVO...
[2025-12-18T20:19:47.126624] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-18T20:19:47.126653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-18T20:19:47.138167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-18T20:19:47.138492] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-18T20:19:47.139302] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-18T20:19:47.139353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:47.139385] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:47.139411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:47.139466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:47.194295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:47.195000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:47.195079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:47.195110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:47.312244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:47.312394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:47.312434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:47.312463] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:47.315760] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-18T20:19:47.316055] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-18T20:19:47.316181] [INFO ] [sig       ] CRVO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:47.452286] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRVO.txt
[2025-12-18T20:19:47.452449] [INFO ] [sig       ] [825/3568] Completed CRVO in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:47.452488] [INFO ] [sig       ] [826/3568] Forecasting CRVS...
[2025-12-18T20:19:47.452517] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-18T20:19:47.452545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-18T20:19:47.463371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-18T20:19:47.463719] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-18T20:19:47.464478] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-18T20:19:47.464528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:47.464558] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:47.464608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:47.464670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:47.519066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:47.519723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:47.519802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:47.519833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:47.645420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:47.645610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:47.645658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:47.645689] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:47.649176] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-18T20:19:47.649517] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-18T20:19:47.649659] [INFO ] [sig       ] CRVS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:47.785020] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CRVS.txt
[2025-12-18T20:19:47.785153] [INFO ] [sig       ] [826/3568] Completed CRVS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-18T20:19:47.785198] [INFO ] [sig       ] [827/3568] Forecasting CRWD...
[2025-12-18T20:19:47.785227] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-18T20:19:47.785256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-18T20:19:47.796597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-18T20:19:47.796899] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-18T20:19:47.797786] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-18T20:19:47.797837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:47.797868] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:47.797895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:47.797949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:47.852975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:47.853656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:47.853735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:47.853767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:47.970640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:47.970792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:47.970832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:47.970860] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:47.974071] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-18T20:19:47.974340] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-18T20:19:47.974460] [INFO ] [sig       ] CRWD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:48.111860] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRWD.txt
[2025-12-18T20:19:48.111970] [INFO ] [sig       ] [827/3568] Completed CRWD in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-18T20:19:48.112007] [INFO ] [sig       ] [828/3568] Forecasting CRWS...
[2025-12-18T20:19:48.112036] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-18T20:19:48.112063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-18T20:19:48.124854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-18T20:19:48.125157] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-18T20:19:48.125919] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-18T20:19:48.125970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:48.126002] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:48.126028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:48.126084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:48.182891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:48.183504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:48.183598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:48.183632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:48.292854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:48.292974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:48.293012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:48.293041] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:48.296222] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-18T20:19:48.296486] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-18T20:19:48.296624] [INFO ] [sig       ] CRWS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:48.433601] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CRWS.txt
[2025-12-18T20:19:48.433719] [INFO ] [sig       ] [828/3568] Completed CRWS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-18T20:19:48.433756] [INFO ] [sig       ] [829/3568] Forecasting CSAN...
[2025-12-18T20:19:48.433784] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-18T20:19:48.433812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-18T20:19:48.444912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-18T20:19:48.445180] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-18T20:19:48.445940] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-18T20:19:48.445990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:48.446047] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:48.446075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:48.446132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:48.501901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:48.502539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:48.502634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:48.502667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:48.619358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:48.619472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:48.619511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:48.619538] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:48.622693] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-12-18T20:19:48.622960] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-18T20:19:48.623081] [INFO ] [sig       ] CSAN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:48.761004] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CSAN.txt
[2025-12-18T20:19:48.761119] [INFO ] [sig       ] [829/3568] Completed CSAN in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-18T20:19:48.761158] [INFO ] [sig       ] [830/3568] Forecasting CSB...
[2025-12-18T20:19:48.761187] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-18T20:19:48.761216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-18T20:19:48.771643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-18T20:19:48.771912] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-18T20:19:48.772673] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-18T20:19:48.772724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:48.772756] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:48.772782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:48.772838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:48.828253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:48.828853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:48.828930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:48.828962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:48.937398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:48.937524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:48.937562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:48.937609] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:48.940815] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=84.94%)
[2025-12-18T20:19:48.941080] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-18T20:19:48.941200] [INFO ] [sig       ] CSB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:49.078792] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CSB.txt
[2025-12-18T20:19:49.078904] [INFO ] [sig       ] [830/3568] Completed CSB in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-18T20:19:49.078942] [INFO ] [sig       ] [831/3568] Forecasting CSCO...
[2025-12-18T20:19:49.078972] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-18T20:19:49.079002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-18T20:19:49.090752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-18T20:19:49.091035] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-18T20:19:49.091819] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-18T20:19:49.091870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:49.091912] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:49.091940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:49.091995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:49.151743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:49.152674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:49.152787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:49.152821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:49.275480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:49.275648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:49.275689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:49.275717] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:49.279025] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=69.43%)
[2025-12-18T20:19:49.279324] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-18T20:19:49.279452] [INFO ] [sig       ] CSCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:49.418016] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CSCO.txt
[2025-12-18T20:19:49.418153] [INFO ] [sig       ] [831/3568] Completed CSCO in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-18T20:19:49.418192] [INFO ] [sig       ] [832/3568] Forecasting CSGP...
[2025-12-18T20:19:49.418221] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-18T20:19:49.418252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-18T20:19:49.429189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-18T20:19:49.429475] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-18T20:19:49.430227] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-18T20:19:49.430277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:49.430309] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:49.430335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:49.430391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:49.485836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:49.486457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:49.486533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:49.486564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:49.608118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:49.608262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:49.608303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:49.608362] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:49.611698] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2025-12-18T20:19:49.611967] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-18T20:19:49.612087] [INFO ] [sig       ] CSGP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:49.749948] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CSGP.txt
[2025-12-18T20:19:49.750067] [INFO ] [sig       ] [832/3568] Completed CSGP in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-18T20:19:49.750105] [INFO ] [sig       ] [833/3568] Forecasting CSGS...
[2025-12-18T20:19:49.750134] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-18T20:19:49.750165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-18T20:19:49.761059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-18T20:19:49.761349] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-18T20:19:49.762129] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-18T20:19:49.762181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:49.762212] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:49.762239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:49.762294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:49.818144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:49.818793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:49.818868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:49.818899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:49.937910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:49.938054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:49.938094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:49.938122] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:49.941483] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-18T20:19:49.941766] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-18T20:19:49.941888] [INFO ] [sig       ] CSGS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:50.077983] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CSGS.txt
[2025-12-18T20:19:50.078109] [INFO ] [sig       ] [833/3568] Completed CSGS in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:50.078148] [INFO ] [sig       ] [834/3568] Forecasting CSIQ...
[2025-12-18T20:19:50.078178] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-18T20:19:50.078206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-18T20:19:50.089246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-18T20:19:50.089532] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-18T20:19:50.090298] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-18T20:19:50.090348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:50.090383] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:50.090409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:50.090466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:50.146195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:50.146809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:50.146885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:50.146916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:50.274675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:50.274825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:50.274867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:50.274897] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:50.278388] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-12-18T20:19:50.278680] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-18T20:19:50.278803] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:50.423219] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CSIQ.txt
[2025-12-18T20:19:50.423347] [INFO ] [sig       ] [834/3568] Completed CSIQ in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:50.423403] [INFO ] [sig       ] [835/3568] Forecasting CSPI...
[2025-12-18T20:19:50.423446] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-18T20:19:50.423491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-18T20:19:50.438168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-18T20:19:50.438483] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-18T20:19:50.439289] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-18T20:19:50.439339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:50.439372] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:50.439398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:50.439457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:50.497192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:50.497839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:50.497916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:50.497948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:50.615325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:50.615483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:50.615530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:50.615560] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:50.619164] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-12-18T20:19:50.619450] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-18T20:19:50.619597] [INFO ] [sig       ] CSPI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:50.759760] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CSPI.txt
[2025-12-18T20:19:50.759880] [INFO ] [sig       ] [835/3568] Completed CSPI in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:50.759924] [INFO ] [sig       ] [836/3568] Forecasting CSQ...
[2025-12-18T20:19:50.759955] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-18T20:19:50.759988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-18T20:19:50.771874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-18T20:19:50.772168] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-18T20:19:50.772952] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-18T20:19:50.773009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:50.773051] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:50.773080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:50.773145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:50.830946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:50.831559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:50.831654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:50.831687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:50.950195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:50.950355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:50.950407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:50.950440] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:50.953959] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-18T20:19:50.954239] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-18T20:19:50.954385] [INFO ] [sig       ] CSQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:51.096242] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CSQ.txt
[2025-12-18T20:19:51.096394] [INFO ] [sig       ] [836/3568] Completed CSQ in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:51.096433] [INFO ] [sig       ] [837/3568] Forecasting CSTL...
[2025-12-18T20:19:51.096464] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-18T20:19:51.096494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-18T20:19:51.108395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-18T20:19:51.108799] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-18T20:19:51.109633] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-18T20:19:51.109687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:51.109718] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:51.109745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:51.109801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:51.165619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:51.166424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:51.166508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:51.166540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:51.291750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:51.291905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:51.291945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:51.291972] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:51.295311] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=31.12%)
[2025-12-18T20:19:51.295634] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-18T20:19:51.295763] [INFO ] [sig       ] CSTL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:51.432161] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CSTL.txt
[2025-12-18T20:19:51.432311] [INFO ] [sig       ] [837/3568] Completed CSTL in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:51.432349] [INFO ] [sig       ] [838/3568] Forecasting CSTM...
[2025-12-18T20:19:51.432379] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-18T20:19:51.432408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-18T20:19:51.443667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-18T20:19:51.443985] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-18T20:19:51.444762] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-18T20:19:51.444813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:51.444844] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:51.444870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:51.444926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:51.503099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:51.503984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:51.504072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:51.504106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:51.626004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:51.626154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:51.626210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:51.626239] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:51.629520] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=56.75%)
[2025-12-18T20:19:51.629805] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-18T20:19:51.629927] [INFO ] [sig       ] CSTM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:51.767568] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CSTM.txt
[2025-12-18T20:19:51.767736] [INFO ] [sig       ] [838/3568] Completed CSTM in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:51.767777] [INFO ] [sig       ] [839/3568] Forecasting CSWC...
[2025-12-18T20:19:51.767807] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-18T20:19:51.767836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-18T20:19:51.779096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-18T20:19:51.779420] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-18T20:19:51.780185] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-18T20:19:51.780236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:51.780267] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:51.780293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:51.780349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:51.836440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:51.837080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:51.837185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:51.837219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:51.956365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:51.956512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:51.956552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:51.956598] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:51.959898] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=32.39%)
[2025-12-18T20:19:51.960168] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-18T20:19:51.960292] [INFO ] [sig       ] CSWC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:52.101399] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CSWC.txt
[2025-12-18T20:19:52.101554] [INFO ] [sig       ] [839/3568] Completed CSWC in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:52.101610] [INFO ] [sig       ] [840/3568] Forecasting CSX...
[2025-12-18T20:19:52.101642] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-18T20:19:52.101672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-18T20:19:52.113381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-18T20:19:52.113690] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-18T20:19:52.114471] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-18T20:19:52.114523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:52.114554] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:52.114600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:52.114660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:52.173226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:52.174066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:52.174166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:52.174198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:52.296295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:52.296453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:52.296494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:52.296523] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:52.299905] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=33.83%)
[2025-12-18T20:19:52.300182] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-18T20:19:52.300312] [INFO ] [sig       ] CSX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:52.440387] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CSX.txt
[2025-12-18T20:19:52.440541] [INFO ] [sig       ] [840/3568] Completed CSX in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:52.440599] [INFO ] [sig       ] [841/3568] Forecasting CTAS...
[2025-12-18T20:19:52.440631] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-18T20:19:52.440663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-18T20:19:52.454506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-18T20:19:52.454889] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-18T20:19:52.455683] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-18T20:19:52.455733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:52.455764] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:52.455790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:52.455845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:52.510863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:52.511734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:52.511818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:52.511849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:52.624190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:52.624339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:52.624380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:52.624408] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:52.627667] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-18T20:19:52.627932] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-18T20:19:52.628054] [INFO ] [sig       ] CTAS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:52.767084] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CTAS.txt
[2025-12-18T20:19:52.767235] [INFO ] [sig       ] [841/3568] Completed CTAS in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:52.767275] [INFO ] [sig       ] [842/3568] Forecasting CTBB...
[2025-12-18T20:19:52.767306] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-18T20:19:52.767335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-18T20:19:52.779062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-18T20:19:52.779459] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-18T20:19:52.780292] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-18T20:19:52.780344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:52.780403] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:52.780436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:52.780509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:52.840227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:52.841104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:52.841215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:52.841252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:52.962044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:52.962211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:52.962266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:52.962300] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:52.965728] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-12-18T20:19:52.966001] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-18T20:19:52.966123] [INFO ] [sig       ] CTBB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:53.111034] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CTBB.txt
[2025-12-18T20:19:53.111210] [INFO ] [sig       ] [842/3568] Completed CTBB in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-18T20:19:53.111251] [INFO ] [sig       ] [843/3568] Forecasting CTBI...
[2025-12-18T20:19:53.111280] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-18T20:19:53.111309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-18T20:19:53.123024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-18T20:19:53.123411] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-18T20:19:53.124293] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-18T20:19:53.124349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:53.124388] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:53.124425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:53.124496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:53.184940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:53.185789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:53.185867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:53.185898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:53.308605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:53.308756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:53.308796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:53.308824] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:53.312261] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-18T20:19:53.312534] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-18T20:19:53.312691] [INFO ] [sig       ] CTBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:53.452608] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CTBI.txt
[2025-12-18T20:19:53.452766] [INFO ] [sig       ] [843/3568] Completed CTBI in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-18T20:19:53.452805] [INFO ] [sig       ] [844/3568] Forecasting CTDD...
[2025-12-18T20:19:53.452835] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-18T20:19:53.452865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-18T20:19:53.464723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-18T20:19:53.465115] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-18T20:19:53.466071] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-18T20:19:53.466142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:53.466191] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:53.466236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:53.466319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:53.526516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:53.527382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:53.527465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:53.527498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:53.639418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:53.639589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:53.639633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:53.639661] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:53.642949] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-18T20:19:53.643238] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-18T20:19:53.643366] [INFO ] [sig       ] CTDD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:53.781410] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CTDD.txt
[2025-12-18T20:19:53.781560] [INFO ] [sig       ] [844/3568] Completed CTDD in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-18T20:19:53.781620] [INFO ] [sig       ] [845/3568] Forecasting CTKB...
[2025-12-18T20:19:53.781650] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-18T20:19:53.781679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-18T20:19:53.792518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-18T20:19:53.792834] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-18T20:19:53.793682] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-18T20:19:53.793736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:53.793770] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:53.793798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:53.793855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:53.850700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:53.851542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:53.851643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:53.851677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:53.968294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:53.968445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:53.968488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:53.968517] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:53.971880] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=17.07%)
[2025-12-18T20:19:53.972155] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-18T20:19:53.972280] [INFO ] [sig       ] CTKB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:54.108119] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CTKB.txt
[2025-12-18T20:19:54.108239] [INFO ] [sig       ] [845/3568] Completed CTKB in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-18T20:19:54.108277] [INFO ] [sig       ] [846/3568] Forecasting CTLP...
[2025-12-18T20:19:54.108313] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-18T20:19:54.108343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-18T20:19:54.119748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-18T20:19:54.120029] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-18T20:19:54.120857] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-18T20:19:54.120909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:54.120968] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:54.120997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:54.121069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:54.178411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:54.179024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:54.179119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:54.179150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:54.298135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:54.298286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:54.298332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:54.298360] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:54.301730] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-18T20:19:54.302002] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-18T20:19:54.302130] [INFO ] [sig       ] CTLP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:54.439233] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CTLP.txt
[2025-12-18T20:19:54.439355] [INFO ] [sig       ] [846/3568] Completed CTLP in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-18T20:19:54.439394] [INFO ] [sig       ] [847/3568] Forecasting CTMX...
[2025-12-18T20:19:54.439423] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-18T20:19:54.439451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-18T20:19:54.451345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-18T20:19:54.451659] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-18T20:19:54.452412] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-18T20:19:54.452473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:54.452511] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:54.452544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:54.452631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:54.508333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:54.509061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:54.509141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:54.509172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:54.629539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:54.629706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:54.629750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:54.629778] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:54.633061] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-18T20:19:54.633330] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-18T20:19:54.633448] [INFO ] [sig       ] CTMX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:54.771555] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CTMX.txt
[2025-12-18T20:19:54.771709] [INFO ] [sig       ] [847/3568] Completed CTMX in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-18T20:19:54.771747] [INFO ] [sig       ] [848/3568] Forecasting CTNM...
[2025-12-18T20:19:54.771777] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-18T20:19:54.771806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-18T20:19:54.783203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-18T20:19:54.783542] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-18T20:19:54.784315] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-18T20:19:54.784365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:54.784397] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:54.784423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:54.784484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:54.841072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:54.841794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:54.841873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:54.841905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:54.962693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:54.963030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:54.963069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:54.963097] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:54.966557] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2025-12-18T20:19:54.966846] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-18T20:19:54.966968] [INFO ] [sig       ] CTNM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:55.105950] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CTNM.txt
[2025-12-18T20:19:55.106081] [INFO ] [sig       ] [848/3568] Completed CTNM in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-18T20:19:55.106118] [INFO ] [sig       ] [849/3568] Forecasting CTO...
[2025-12-18T20:19:55.106149] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-18T20:19:55.106178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-18T20:19:55.117971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-18T20:19:55.118286] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-18T20:19:55.119101] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-18T20:19:55.119152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:55.119183] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:55.119210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:55.119265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:55.175732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:55.176544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:55.176643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:55.176676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:55.302152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:55.302304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:55.302343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:55.302422] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:55.305878] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-12-18T20:19:55.306153] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-18T20:19:55.306281] [INFO ] [sig       ] CTO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:55.451100] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CTO.txt
[2025-12-18T20:19:55.451255] [INFO ] [sig       ] [849/3568] Completed CTO in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-18T20:19:55.451295] [INFO ] [sig       ] [850/3568] Forecasting CTRA...
[2025-12-18T20:19:55.451325] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-18T20:19:55.451355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-18T20:19:55.462858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-18T20:19:55.463212] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-18T20:19:55.464027] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-18T20:19:55.464078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:55.464109] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:55.464134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:55.464190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:55.522814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:55.523624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:55.523705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:55.523737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:55.638505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:55.638672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:55.638714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:55.638743] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:55.642036] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2025-12-18T20:19:55.642299] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-18T20:19:55.642420] [INFO ] [sig       ] CTRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:55.781756] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CTRA.txt
[2025-12-18T20:19:55.781874] [INFO ] [sig       ] [850/3568] Completed CTRA in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-18T20:19:55.781911] [INFO ] [sig       ] [851/3568] Forecasting CTRE...
[2025-12-18T20:19:55.781940] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-18T20:19:55.781968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-18T20:19:55.793237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-18T20:19:55.793519] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-18T20:19:55.794279] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-18T20:19:55.794328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:55.794359] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:55.794385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:55.794441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:55.852406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:55.853100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:55.853180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:55.853226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:55.977379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:55.977507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:55.977547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:55.977593] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:55.981091] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=65.35%)
[2025-12-18T20:19:55.981366] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-18T20:19:55.981492] [INFO ] [sig       ] CTRE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:56.118924] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CTRE.txt
[2025-12-18T20:19:56.119070] [INFO ] [sig       ] [851/3568] Completed CTRE in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-18T20:19:56.119113] [INFO ] [sig       ] [852/3568] Forecasting CTRM...
[2025-12-18T20:19:56.119143] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-18T20:19:56.119173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-18T20:19:56.130334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-18T20:19:56.130660] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-18T20:19:56.131486] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-18T20:19:56.131539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:56.131594] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:56.131653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:56.131715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:56.188673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:56.189492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:56.189613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:56.189656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:56.308097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:56.308247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:56.308286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:56.308314] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:56.311628] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=80.95%)
[2025-12-18T20:19:56.311894] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-18T20:19:56.312018] [INFO ] [sig       ] CTRM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:56.457833] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CTRM.txt
[2025-12-18T20:19:56.457991] [INFO ] [sig       ] [852/3568] Completed CTRM in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-18T20:19:56.458038] [INFO ] [sig       ] [853/3568] Forecasting CTRN...
[2025-12-18T20:19:56.458067] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-18T20:19:56.458097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-18T20:19:56.469671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-18T20:19:56.469960] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-18T20:19:56.470733] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-18T20:19:56.470785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:56.470817] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:56.470853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:56.470910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:56.530834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:56.531641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:56.531724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:56.531757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:56.652722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:56.652867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:56.652907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:56.652935] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:56.656280] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-18T20:19:56.656588] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-18T20:19:56.656718] [INFO ] [sig       ] CTRN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:56.796173] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CTRN.txt
[2025-12-18T20:19:56.796325] [INFO ] [sig       ] [853/3568] Completed CTRN in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-18T20:19:56.796366] [INFO ] [sig       ] [854/3568] Forecasting CTS...
[2025-12-18T20:19:56.796395] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-18T20:19:56.796425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-18T20:19:56.808487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-18T20:19:56.808921] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-18T20:19:56.809811] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-18T20:19:56.809866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:56.809899] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:56.809925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:56.809982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:56.866985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:56.867856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:56.867946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:56.867979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:56.990911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:56.991064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:56.991107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:56.991142] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:56.994747] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-18T20:19:56.995103] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-18T20:19:56.995246] [INFO ] [sig       ] CTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:57.140344] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CTS.txt
[2025-12-18T20:19:57.140503] [INFO ] [sig       ] [854/3568] Completed CTS in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-18T20:19:57.140541] [INFO ] [sig       ] [855/3568] Forecasting CTSH...
[2025-12-18T20:19:57.140597] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-18T20:19:57.140631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-18T20:19:57.152667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-18T20:19:57.153065] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-18T20:19:57.153960] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-18T20:19:57.154016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:57.154048] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:57.154075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:57.154132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:57.212667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:57.213531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:57.213636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:57.213671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:57.338404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:57.338623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:57.338670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:57.338698] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:57.342670] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-18T20:19:57.343120] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-18T20:19:57.343292] [INFO ] [sig       ] CTSH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:57.489371] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CTSH.txt
[2025-12-18T20:19:57.489526] [INFO ] [sig       ] [855/3568] Completed CTSH in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-18T20:19:57.489590] [INFO ] [sig       ] [856/3568] Forecasting CTVA...
[2025-12-18T20:19:57.489628] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-18T20:19:57.489671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-18T20:19:57.501745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-18T20:19:57.502152] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-18T20:19:57.503040] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-18T20:19:57.503093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:57.503124] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:57.503152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:57.503208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:57.562683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:57.563631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:57.563777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:57.563812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:57.691894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:57.692045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:57.692089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:57.692132] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:57.695672] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=48.90%)
[2025-12-18T20:19:57.695947] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-18T20:19:57.696073] [INFO ] [sig       ] CTVA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:57.840288] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CTVA.txt
[2025-12-18T20:19:57.840433] [INFO ] [sig       ] [856/3568] Completed CTVA in 0.4s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-18T20:19:57.840473] [INFO ] [sig       ] [857/3568] Forecasting CUBE...
[2025-12-18T20:19:57.840504] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-18T20:19:57.840543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-18T20:19:57.852143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-18T20:19:57.852460] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-18T20:19:57.853314] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-18T20:19:57.853368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:57.853400] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:57.853427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:57.853485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:57.911511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:57.912267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:57.912349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:57.912382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:58.033406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:58.033550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:58.033608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:58.033638] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:58.036954] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-18T20:19:58.037220] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-18T20:19:58.037340] [INFO ] [sig       ] CUBE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:58.177381] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CUBE.txt
[2025-12-18T20:19:58.177542] [INFO ] [sig       ] [857/3568] Completed CUBE in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-18T20:19:58.177610] [INFO ] [sig       ] [858/3568] Forecasting CUBI...
[2025-12-18T20:19:58.177647] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-18T20:19:58.177682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-18T20:19:58.188894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-18T20:19:58.189272] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-18T20:19:58.190096] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-18T20:19:58.190150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:58.190182] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:58.190210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:58.190267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:58.248978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:58.249897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:58.249983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:58.250016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:58.375434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:58.375600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:58.375643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:58.375672] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:58.379053] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2025-12-18T20:19:58.379334] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-18T20:19:58.379461] [INFO ] [sig       ] CUBI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:58.518389] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CUBI.txt
[2025-12-18T20:19:58.518541] [INFO ] [sig       ] [858/3568] Completed CUBI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-18T20:19:58.518611] [INFO ] [sig       ] [859/3568] Forecasting CUK...
[2025-12-18T20:19:58.518650] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-18T20:19:58.518686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-18T20:19:58.530253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-18T20:19:58.530548] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-18T20:19:58.531325] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-18T20:19:58.531376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:58.531409] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:58.531435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:58.531492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:58.588344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:58.589101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:58.589182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:58.589214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:58.715848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:58.715992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:58.716033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:58.716063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:58.719394] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-18T20:19:58.719687] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-18T20:19:58.719809] [INFO ] [sig       ] CUK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:19:58.859807] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CUK.txt
[2025-12-18T20:19:58.859966] [INFO ] [sig       ] [859/3568] Completed CUK in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-18T20:19:58.860006] [INFO ] [sig       ] [860/3568] Forecasting CULP...
[2025-12-18T20:19:58.860036] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-18T20:19:58.860067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-18T20:19:58.870529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-18T20:19:58.870856] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-18T20:19:58.871643] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-18T20:19:58.871695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:58.871728] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:58.871755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:58.871810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:58.928188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:58.928844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:58.928922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:58.928953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:59.033355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:59.033511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:59.033554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:59.033603] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:59.038155] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-12-18T20:19:59.038606] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-18T20:19:59.038802] [INFO ] [sig       ] CULP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:59.193993] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CULP.txt
[2025-12-18T20:19:59.194153] [INFO ] [sig       ] [860/3568] Completed CULP in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-18T20:19:59.194193] [INFO ] [sig       ] [861/3568] Forecasting CURI...
[2025-12-18T20:19:59.194224] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-18T20:19:59.194253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-18T20:19:59.206938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-18T20:19:59.207295] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-18T20:19:59.208105] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-18T20:19:59.208155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:59.208186] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:59.208213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:59.208269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:59.270030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:59.270958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:59.271038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:59.271069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:59.391611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:59.391773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:59.391814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:59.391841] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:59.395206] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-18T20:19:59.395482] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-18T20:19:59.395622] [INFO ] [sig       ] CURI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:59.533776] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CURI.txt
[2025-12-18T20:19:59.533914] [INFO ] [sig       ] [861/3568] Completed CURI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-18T20:19:59.533952] [INFO ] [sig       ] [862/3568] Forecasting CUZ...
[2025-12-18T20:19:59.533981] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-18T20:19:59.534012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-18T20:19:59.545734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-18T20:19:59.546028] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-18T20:19:59.546823] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-18T20:19:59.546874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:59.546906] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:59.546933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:59.546989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:59.603072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:59.603766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:59.603858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:59.603890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:19:59.722971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:19:59.723131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:19:59.723172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:19:59.723201] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:19:59.726513] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-18T20:19:59.726836] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-18T20:19:59.726959] [INFO ] [sig       ] CUZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:19:59.864551] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CUZ.txt
[2025-12-18T20:19:59.864719] [INFO ] [sig       ] [862/3568] Completed CUZ in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-18T20:19:59.864761] [INFO ] [sig       ] [863/3568] Forecasting CVAC...
[2025-12-18T20:19:59.864791] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-18T20:19:59.864820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-18T20:19:59.876017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-18T20:19:59.876308] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-18T20:19:59.877068] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-18T20:19:59.877119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:19:59.877189] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:19:59.877218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:19:59.877274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:19:59.932992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:19:59.933771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:19:59.933857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:19:59.933891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:00.054670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:00.054821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:00.054861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:00.054888] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:00.058198] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-18T20:20:00.058472] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-18T20:20:00.058621] [INFO ] [sig       ] CVAC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:00.199172] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CVAC.txt
[2025-12-18T20:20:00.199324] [INFO ] [sig       ] [863/3568] Completed CVAC in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-18T20:20:00.199364] [INFO ] [sig       ] [864/3568] Forecasting CVBF...
[2025-12-18T20:20:00.199393] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-18T20:20:00.199423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-18T20:20:00.211593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-18T20:20:00.211916] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-18T20:20:00.212712] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-18T20:20:00.212764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:00.212796] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:00.212822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:00.212878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:00.269232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:00.269920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:00.269995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:00.270027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:00.387322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:00.387469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:00.387516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:00.387544] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:00.390857] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-18T20:20:00.391127] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-18T20:20:00.391248] [INFO ] [sig       ] CVBF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:00.530626] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CVBF.txt
[2025-12-18T20:20:00.530756] [INFO ] [sig       ] [864/3568] Completed CVBF in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-18T20:20:00.530794] [INFO ] [sig       ] [865/3568] Forecasting CVCO...
[2025-12-18T20:20:00.530824] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-18T20:20:00.530853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-18T20:20:00.542406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-18T20:20:00.542770] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-18T20:20:00.543564] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-18T20:20:00.543634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:00.543669] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:00.543701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:00.543759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:00.603039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:00.603698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:00.603780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:00.603811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:00.724368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:00.724518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:00.724561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:00.724619] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:00.728348] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-18T20:20:00.728669] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-18T20:20:00.728806] [INFO ] [sig       ] CVCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:00.878903] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CVCO.txt
[2025-12-18T20:20:00.879108] [INFO ] [sig       ] [865/3568] Completed CVCO in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-18T20:20:00.879155] [INFO ] [sig       ] [866/3568] Forecasting CVE...
[2025-12-18T20:20:00.879187] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-18T20:20:00.879220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-18T20:20:00.891710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-18T20:20:00.892048] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-18T20:20:00.892914] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-18T20:20:00.892977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:00.893011] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:00.893038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:00.893108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:00.950293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:00.951008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:00.951096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:00.951130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:01.077746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:01.077896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:01.077944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:01.078012] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:01.081617] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-18T20:20:01.081963] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-18T20:20:01.082103] [INFO ] [sig       ] CVE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:01.225118] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CVE.txt
[2025-12-18T20:20:01.225247] [INFO ] [sig       ] [866/3568] Completed CVE in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-18T20:20:01.225286] [INFO ] [sig       ] [867/3568] Forecasting CVEO...
[2025-12-18T20:20:01.225314] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-18T20:20:01.225342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-18T20:20:01.237353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-18T20:20:01.237714] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-18T20:20:01.238505] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-18T20:20:01.238558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:01.238619] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:01.238655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:01.238726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:01.297440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:01.298355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:01.298441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:01.298474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:01.418277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:01.418427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:01.418468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:01.418496] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:01.421809] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2025-12-18T20:20:01.422090] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-18T20:20:01.422218] [INFO ] [sig       ] CVEO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:01.564967] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CVEO.txt
[2025-12-18T20:20:01.565122] [INFO ] [sig       ] [867/3568] Completed CVEO in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-18T20:20:01.565161] [INFO ] [sig       ] [868/3568] Forecasting CVGI...
[2025-12-18T20:20:01.565192] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-18T20:20:01.565221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-18T20:20:01.576768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-18T20:20:01.577120] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-18T20:20:01.577950] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-18T20:20:01.578001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:01.578032] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:01.578057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:01.578113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:01.633098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:01.633955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:01.634042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:01.634074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:01.760316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:01.760485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:01.760529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:01.760558] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:01.764567] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-12-18T20:20:01.764911] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-18T20:20:01.765055] [INFO ] [sig       ] CVGI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:01.910992] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CVGI.txt
[2025-12-18T20:20:01.911136] [INFO ] [sig       ] [868/3568] Completed CVGI in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:01.911174] [INFO ] [sig       ] [869/3568] Forecasting CVI...
[2025-12-18T20:20:01.911205] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-18T20:20:01.911236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-18T20:20:01.922213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-18T20:20:01.922554] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-18T20:20:01.923334] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-18T20:20:01.923385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:01.923415] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:01.923440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:01.923496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:01.979746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:01.980557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:01.980660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:01.980692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:02.100870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:02.101028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:02.101069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:02.101099] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:02.104431] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-18T20:20:02.104731] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-18T20:20:02.104858] [INFO ] [sig       ] CVI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:02.247869] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CVI.txt
[2025-12-18T20:20:02.248038] [INFO ] [sig       ] [869/3568] Completed CVI in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:02.248085] [INFO ] [sig       ] [870/3568] Forecasting CVKD...
[2025-12-18T20:20:02.248118] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-18T20:20:02.248150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-18T20:20:02.260317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-18T20:20:02.260727] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-18T20:20:02.261655] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-18T20:20:02.261710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:02.261744] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:02.261770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:02.261827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:02.319523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:02.320392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:02.320481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:02.320519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:02.463382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:02.463606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:02.463657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:02.463686] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:02.467424] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=47.40%)
[2025-12-18T20:20:02.467970] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-18T20:20:02.468153] [INFO ] [sig       ] CVKD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:02.638339] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CVKD.txt
[2025-12-18T20:20:02.638501] [INFO ] [sig       ] [870/3568] Completed CVKD in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:02.638545] [INFO ] [sig       ] [871/3568] Forecasting CVNA...
[2025-12-18T20:20:02.638592] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-18T20:20:02.638624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-18T20:20:02.722585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-18T20:20:02.722968] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-18T20:20:02.723777] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-18T20:20:02.723828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:02.723861] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:02.723888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:02.723944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:02.779369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:02.780267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:02.780361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:02.780393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:02.908813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:02.908970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:02.909012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:02.909072] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:02.912465] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2025-12-18T20:20:02.912778] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-18T20:20:02.912934] [INFO ] [sig       ] CVNA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:03.052119] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CVNA.txt
[2025-12-18T20:20:03.052281] [INFO ] [sig       ] [871/3568] Completed CVNA in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:03.052321] [INFO ] [sig       ] [872/3568] Forecasting CVRX...
[2025-12-18T20:20:03.052349] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-18T20:20:03.052380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-18T20:20:03.063885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-18T20:20:03.064138] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-18T20:20:03.064916] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-18T20:20:03.064968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:03.064999] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:03.065026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:03.065082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:03.120481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:03.121085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:03.121160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:03.121192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:03.240854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:03.240956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:03.240992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:03.241019] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:03.244095] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-18T20:20:03.244353] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-18T20:20:03.244481] [INFO ] [sig       ] CVRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:03.386490] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CVRX.txt
[2025-12-18T20:20:03.386619] [INFO ] [sig       ] [872/3568] Completed CVRX in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:03.386667] [INFO ] [sig       ] [873/3568] Forecasting CVS...
[2025-12-18T20:20:03.386702] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-18T20:20:03.386739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-18T20:20:03.398280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-18T20:20:03.398548] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-18T20:20:03.399311] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-18T20:20:03.399362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:03.399393] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:03.399422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:03.399478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:03.456162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:03.456778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:03.456879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:03.456911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:03.577522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:03.577651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:03.577720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:03.577750] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:03.580975] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-18T20:20:03.581235] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-18T20:20:03.581357] [INFO ] [sig       ] CVS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:03.718749] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CVS.txt
[2025-12-18T20:20:03.718862] [INFO ] [sig       ] [873/3568] Completed CVS in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:03.718899] [INFO ] [sig       ] [874/3568] Forecasting CVX...
[2025-12-18T20:20:03.718927] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-18T20:20:03.718956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-18T20:20:03.731760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-18T20:20:03.732028] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-18T20:20:03.732786] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-18T20:20:03.732837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:03.732868] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:03.732894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:03.732950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:03.789369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:03.790003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:03.790080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:03.790112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:03.912306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:03.912461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:03.912501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:03.912530] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:03.915835] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=71.27%)
[2025-12-18T20:20:03.916102] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-18T20:20:03.916224] [INFO ] [sig       ] CVX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:04.054069] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CVX.txt
[2025-12-18T20:20:04.054193] [INFO ] [sig       ] [874/3568] Completed CVX in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:04.054230] [INFO ] [sig       ] [875/3568] Forecasting CWAN...
[2025-12-18T20:20:04.054258] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-18T20:20:04.054288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-18T20:20:04.065560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-18T20:20:04.065877] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-18T20:20:04.066629] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-18T20:20:04.066680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:04.066711] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:04.066737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:04.066793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:04.127237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:04.127971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:04.128066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:04.128099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:04.245775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:04.245915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:04.245953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:04.245981] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:04.249276] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-12-18T20:20:04.249543] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-18T20:20:04.249687] [INFO ] [sig       ] CWAN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:04.387538] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CWAN.txt
[2025-12-18T20:20:04.387683] [INFO ] [sig       ] [875/3568] Completed CWAN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:04.387722] [INFO ] [sig       ] [876/3568] Forecasting CWBC...
[2025-12-18T20:20:04.387751] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-18T20:20:04.387781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-18T20:20:04.399949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-18T20:20:04.400247] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-18T20:20:04.401062] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-18T20:20:04.401114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:04.401146] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:04.401172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:04.401228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:04.457655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:04.458281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:04.458358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:04.458389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:04.577587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:04.577737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:04.577778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:04.577808] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:04.581281] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=51.33%)
[2025-12-18T20:20:04.581553] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-18T20:20:04.581699] [INFO ] [sig       ] CWBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:04.719460] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CWBC.txt
[2025-12-18T20:20:04.719627] [INFO ] [sig       ] [876/3568] Completed CWBC in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:04.719667] [INFO ] [sig       ] [877/3568] Forecasting CWCO...
[2025-12-18T20:20:04.719696] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-18T20:20:04.719727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-18T20:20:04.730826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-18T20:20:04.731124] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-18T20:20:04.731907] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-18T20:20:04.731957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:04.731999] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:04.732027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:04.732084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:04.790624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:04.791479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:04.791562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:04.791616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:04.910171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:04.910342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:04.910386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:04.910415] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:04.913945] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-12-18T20:20:04.914251] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-18T20:20:04.914392] [INFO ] [sig       ] CWCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:05.062455] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CWCO.txt
[2025-12-18T20:20:05.062621] [INFO ] [sig       ] [877/3568] Completed CWCO in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-18T20:20:05.062664] [INFO ] [sig       ] [878/3568] Forecasting CWD...
[2025-12-18T20:20:05.062694] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-18T20:20:05.062728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-18T20:20:05.075541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-18T20:20:05.075873] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-18T20:20:05.076685] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-18T20:20:05.076736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:05.076769] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:05.076795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:05.076852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:05.137081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:05.137811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:05.137891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:05.137925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:05.247290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:05.247441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:05.247481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:05.247509] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:05.250792] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=74.23%)
[2025-12-18T20:20:05.251055] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-18T20:20:05.251177] [INFO ] [sig       ] CWD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:05.393198] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CWD.txt
[2025-12-18T20:20:05.393346] [INFO ] [sig       ] [878/3568] Completed CWD in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-18T20:20:05.393384] [INFO ] [sig       ] [879/3568] Forecasting CWEN...
[2025-12-18T20:20:05.393413] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-18T20:20:05.393443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-18T20:20:05.404356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-18T20:20:05.404701] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-18T20:20:05.405442] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-18T20:20:05.405492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:05.405524] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:05.405551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:05.405626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:05.461014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:05.461669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:05.461747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:05.461779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:05.578947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:05.579115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:05.579156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:05.579185] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:05.582438] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-12-18T20:20:05.582722] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-18T20:20:05.582846] [INFO ] [sig       ] CWEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:05.722005] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CWEN.txt
[2025-12-18T20:20:05.722160] [INFO ] [sig       ] [879/3568] Completed CWEN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-18T20:20:05.722198] [INFO ] [sig       ] [880/3568] Forecasting CWH...
[2025-12-18T20:20:05.722228] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-18T20:20:05.722258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-18T20:20:05.734237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-18T20:20:05.734621] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-18T20:20:05.735451] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-18T20:20:05.735505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:05.735566] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:05.735613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:05.735670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:05.794116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:05.794887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:05.795131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:05.795163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:05.913972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:05.914123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:05.914164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:05.914192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:05.917459] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-12-18T20:20:05.917749] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-18T20:20:05.917875] [INFO ] [sig       ] CWH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:06.054027] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CWH.txt
[2025-12-18T20:20:06.054169] [INFO ] [sig       ] [880/3568] Completed CWH in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-18T20:20:06.054209] [INFO ] [sig       ] [881/3568] Forecasting CWK...
[2025-12-18T20:20:06.054243] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-18T20:20:06.054273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-18T20:20:06.065697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-18T20:20:06.066029] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-18T20:20:06.066881] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-18T20:20:06.066936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:06.066969] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:06.066998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:06.067055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:06.125047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:06.125747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:06.125830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:06.125864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:06.246147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:06.246312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:06.246356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:06.246386] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:06.249899] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=75.56%)
[2025-12-18T20:20:06.250381] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-18T20:20:06.250514] [INFO ] [sig       ] CWK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:06.390970] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CWK.txt
[2025-12-18T20:20:06.391117] [INFO ] [sig       ] [881/3568] Completed CWK in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-18T20:20:06.391157] [INFO ] [sig       ] [882/3568] Forecasting CXDO...
[2025-12-18T20:20:06.391187] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-18T20:20:06.391218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-18T20:20:06.404005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-18T20:20:06.404322] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-18T20:20:06.405137] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-18T20:20:06.405190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:06.405222] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:06.405248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:06.405304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:06.460736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:06.461467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:06.461546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:06.461596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:06.573185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:06.573337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:06.573378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:06.573406] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:06.576713] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-12-18T20:20:06.576994] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-18T20:20:06.577118] [INFO ] [sig       ] CXDO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:06.714222] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CXDO.txt
[2025-12-18T20:20:06.714366] [INFO ] [sig       ] [882/3568] Completed CXDO in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-18T20:20:06.714405] [INFO ] [sig       ] [883/3568] Forecasting CXE...
[2025-12-18T20:20:06.714435] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-18T20:20:06.714464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-18T20:20:06.725164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-18T20:20:06.725480] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-18T20:20:06.726261] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-18T20:20:06.726312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:06.726343] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:06.726369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:06.726424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:06.783178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:06.784050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:06.784154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:06.784201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:06.907271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:06.907449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:06.907495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:06.907597] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:06.911324] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-18T20:20:06.911653] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-18T20:20:06.911795] [INFO ] [sig       ] CXE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:07.051482] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CXE.txt
[2025-12-18T20:20:07.051648] [INFO ] [sig       ] [883/3568] Completed CXE in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-18T20:20:07.051692] [INFO ] [sig       ] [884/3568] Forecasting CXSE...
[2025-12-18T20:20:07.051724] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-18T20:20:07.051754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-18T20:20:07.063745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-18T20:20:07.064101] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-18T20:20:07.064903] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-18T20:20:07.064955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:07.064986] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:07.065012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:07.065069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:07.120186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:07.120980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:07.121060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:07.121092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:07.230280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:07.230428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:07.230469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:07.230514] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:07.233809] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-18T20:20:07.234082] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-18T20:20:07.234206] [INFO ] [sig       ] CXSE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:07.377862] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CXSE.txt
[2025-12-18T20:20:07.378003] [INFO ] [sig       ] [884/3568] Completed CXSE in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-18T20:20:07.378043] [INFO ] [sig       ] [885/3568] Forecasting CYD...
[2025-12-18T20:20:07.378072] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-18T20:20:07.378102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-18T20:20:07.389082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-18T20:20:07.389417] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-18T20:20:07.390187] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-18T20:20:07.390239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:07.390270] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:07.390297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:07.390359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:07.445643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:07.446428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:07.446512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:07.446545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:07.563650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:07.563802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:07.563843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:07.563872] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:07.567145] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=17.05%)
[2025-12-18T20:20:07.567413] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-18T20:20:07.567535] [INFO ] [sig       ] CYD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:07.708179] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CYD.txt
[2025-12-18T20:20:07.708325] [INFO ] [sig       ] [885/3568] Completed CYD in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-18T20:20:07.708364] [INFO ] [sig       ] [886/3568] Forecasting CYH...
[2025-12-18T20:20:07.708396] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-18T20:20:07.708427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-18T20:20:07.719502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-18T20:20:07.719833] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-18T20:20:07.720628] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-18T20:20:07.720680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:07.720712] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:07.720740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:07.720802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:07.776017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:07.776752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:07.776836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:07.776867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:07.897732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:07.897881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:07.897921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:07.897948] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:07.901268] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=29.83%)
[2025-12-18T20:20:07.901535] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-18T20:20:07.901674] [INFO ] [sig       ] CYH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:08.038481] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CYH.txt
[2025-12-18T20:20:08.038642] [INFO ] [sig       ] [886/3568] Completed CYH in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:08.038682] [INFO ] [sig       ] [887/3568] Forecasting CYN...
[2025-12-18T20:20:08.038711] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-18T20:20:08.038740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-18T20:20:08.049695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-18T20:20:08.050223] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-18T20:20:08.051010] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-18T20:20:08.051061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:08.051093] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:08.051119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:08.051176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:08.106062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:08.106763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:08.106846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:08.106878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:08.220658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:08.220818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:08.220860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:08.220888] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:08.224207] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-18T20:20:08.224488] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-18T20:20:08.224643] [INFO ] [sig       ] CYN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:08.363417] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CYN.txt
[2025-12-18T20:20:08.363604] [INFO ] [sig       ] [887/3568] Completed CYN in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:08.363650] [INFO ] [sig       ] [888/3568] Forecasting CYRX...
[2025-12-18T20:20:08.363681] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-18T20:20:08.363712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-18T20:20:08.376685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-18T20:20:08.377338] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-18T20:20:08.378455] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-18T20:20:08.378509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:08.378541] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:08.378566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:08.378658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:08.450971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:08.452180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:08.452299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:08.452355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:08.619071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:08.619309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:08.619382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:08.619434] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:08.624693] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-12-18T20:20:08.625082] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-18T20:20:08.625256] [INFO ] [sig       ] CYRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:08.812410] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CYRX.txt
[2025-12-18T20:20:08.812658] [INFO ] [sig       ] [888/3568] Completed CYRX in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:08.812728] [INFO ] [sig       ] [889/3568] Forecasting CYTK...
[2025-12-18T20:20:08.812777] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-18T20:20:08.812824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-18T20:20:08.834341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-18T20:20:08.843104] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-18T20:20:08.844847] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-18T20:20:08.844931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:08.844981] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:08.845024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:08.845115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:08.941252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:08.942366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:08.942486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:08.942525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:09.121460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:09.121668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:09.121720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:09.121753] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:09.126635] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-12-18T20:20:09.127176] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-18T20:20:09.127364] [INFO ] [sig       ] CYTK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:09.338566] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/CYTK.txt
[2025-12-18T20:20:09.338816] [INFO ] [sig       ] [889/3568] Completed CYTK in 0.5s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:09.338884] [INFO ] [sig       ] [890/3568] Forecasting CZFS...
[2025-12-18T20:20:09.338937] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-18T20:20:09.338988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-18T20:20:09.351744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-18T20:20:09.352192] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-18T20:20:09.353106] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-18T20:20:09.353183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:09.353249] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:09.353316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:09.353414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:09.418356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:09.419333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:09.419464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:09.419499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:09.519692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:09.519854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:09.519898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:09.519929] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:09.523701] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=81.10%)
[2025-12-18T20:20:09.524105] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-18T20:20:09.524269] [INFO ] [sig       ] CZFS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:09.671934] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CZFS.txt
[2025-12-18T20:20:09.672089] [INFO ] [sig       ] [890/3568] Completed CZFS in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:09.672128] [INFO ] [sig       ] [891/3568] Forecasting CZNC...
[2025-12-18T20:20:09.672159] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-18T20:20:09.672190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-18T20:20:09.683473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-18T20:20:09.683847] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-18T20:20:09.684873] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-18T20:20:09.684928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:09.684961] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:09.684988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:09.685045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:09.741223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:09.742108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:09.742193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:09.742227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:09.864329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:09.864489] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:20:09.864532] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:09.864562] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:09.867973] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-18T20:20:09.868266] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-18T20:20:09.868395] [INFO ] [sig       ] CZNC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:10.012503] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CZNC.txt
[2025-12-18T20:20:10.012676] [INFO ] [sig       ] [891/3568] Completed CZNC in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:10.012719] [INFO ] [sig       ] [892/3568] Forecasting CZWI...
[2025-12-18T20:20:10.012751] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-18T20:20:10.012782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-18T20:20:10.024854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-18T20:20:10.025249] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-18T20:20:10.026075] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-18T20:20:10.026132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:10.026165] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:10.026193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:10.026251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:10.107067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:10.108149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:10.108260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:10.108308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:10.232727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:10.232886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:10.232931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:10.232961] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:10.236694] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-18T20:20:10.237031] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-18T20:20:10.237171] [INFO ] [sig       ] CZWI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:10.386142] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/CZWI.txt
[2025-12-18T20:20:10.386293] [INFO ] [sig       ] [892/3568] Completed CZWI in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:10.386332] [INFO ] [sig       ] [893/3568] Forecasting DAIO...
[2025-12-18T20:20:10.386362] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-18T20:20:10.386390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-18T20:20:10.399349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-18T20:20:10.399765] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-18T20:20:10.400821] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-18T20:20:10.400875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:10.400910] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:10.400937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:10.400995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:10.457272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:10.458118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:10.458204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:10.458237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:10.564491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:10.564674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:10.564718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:10.564749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:10.568157] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=59.82%)
[2025-12-18T20:20:10.568474] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-18T20:20:10.568631] [INFO ] [sig       ] DAIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:10.708190] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DAIO.txt
[2025-12-18T20:20:10.708355] [INFO ] [sig       ] [893/3568] Completed DAIO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:10.708396] [INFO ] [sig       ] [894/3568] Forecasting DAL...
[2025-12-18T20:20:10.708425] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-18T20:20:10.708455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-18T20:20:10.719877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-18T20:20:10.720182] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-18T20:20:10.720973] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-18T20:20:10.721026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:10.721058] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:10.721086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:10.721145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:10.781243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:10.782118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:10.782202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:10.782236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:10.907998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:10.908147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:10.908192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:10.908220] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:10.911655] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-18T20:20:10.911934] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-18T20:20:10.912062] [INFO ] [sig       ] DAL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:11.051992] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DAL.txt
[2025-12-18T20:20:11.052127] [INFO ] [sig       ] [894/3568] Completed DAL in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:11.052165] [INFO ] [sig       ] [895/3568] Forecasting DAN...
[2025-12-18T20:20:11.052195] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-18T20:20:11.052226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-18T20:20:11.063842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-18T20:20:11.064158] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-18T20:20:11.065121] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-18T20:20:11.065175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:11.065208] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:11.065236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:11.065292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:11.123593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:11.124314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:11.124395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:11.124428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:11.249673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:11.249827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:11.249884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:11.249933] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:11.253487] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-18T20:20:11.253796] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-18T20:20:11.253923] [INFO ] [sig       ] DAN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:11.403566] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DAN.txt
[2025-12-18T20:20:11.403731] [INFO ] [sig       ] [895/3568] Completed DAN in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:11.403771] [INFO ] [sig       ] [896/3568] Forecasting DAO...
[2025-12-18T20:20:11.403803] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-18T20:20:11.403838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-18T20:20:11.416787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-18T20:20:11.417109] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-18T20:20:11.417958] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-18T20:20:11.418016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:11.418048] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:11.418074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:11.418131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:11.475159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:11.475845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:11.475923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:11.475956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:11.600127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:11.600274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:11.600316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:11.600344] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:11.603636] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-18T20:20:11.603904] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-18T20:20:11.604035] [INFO ] [sig       ] DAO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:11.741152] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DAO.txt
[2025-12-18T20:20:11.741303] [INFO ] [sig       ] [896/3568] Completed DAO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-18T20:20:11.741341] [INFO ] [sig       ] [897/3568] Forecasting DAPP...
[2025-12-18T20:20:11.741371] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-18T20:20:11.741399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-18T20:20:11.753362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-18T20:20:11.753794] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-18T20:20:11.754660] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-18T20:20:11.754716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:11.754776] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:11.754807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:11.754870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:11.812842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:11.813689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:11.813772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:11.813809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:11.938175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:11.938330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:11.938390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:11.938422] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:11.941917] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-12-18T20:20:11.942197] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-18T20:20:11.942327] [INFO ] [sig       ] DAPP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:12.084843] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DAPP.txt
[2025-12-18T20:20:12.084979] [INFO ] [sig       ] [897/3568] Completed DAPP in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-18T20:20:12.085017] [INFO ] [sig       ] [898/3568] Forecasting DARE...
[2025-12-18T20:20:12.085223] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-18T20:20:12.085254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-18T20:20:12.096303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-18T20:20:12.096588] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-18T20:20:12.097326] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-18T20:20:12.097378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:12.097408] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:12.097435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:12.097490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:12.154925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:12.155702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:12.155782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:12.155815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:12.269301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:12.269457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:12.269502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:12.269532] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:12.273290] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-18T20:20:12.273607] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-18T20:20:12.273744] [INFO ] [sig       ] DARE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:12.414063] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DARE.txt
[2025-12-18T20:20:12.414196] [INFO ] [sig       ] [898/3568] Completed DARE in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-18T20:20:12.414234] [INFO ] [sig       ] [899/3568] Forecasting DASH...
[2025-12-18T20:20:12.414265] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-18T20:20:12.414295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-18T20:20:12.425812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-18T20:20:12.426144] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-18T20:20:12.427176] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-18T20:20:12.427239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:12.427273] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:12.427300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:12.427358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:12.498354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:12.499260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:12.499344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:12.499378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:12.623039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:12.623189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:12.623232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:12.623261] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:12.626637] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=65.87%)
[2025-12-18T20:20:12.626910] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-18T20:20:12.627035] [INFO ] [sig       ] DASH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:12.763493] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DASH.txt
[2025-12-18T20:20:12.763663] [INFO ] [sig       ] [899/3568] Completed DASH in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-18T20:20:12.763714] [INFO ] [sig       ] [900/3568] Forecasting DAVA...
[2025-12-18T20:20:12.763746] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-18T20:20:12.763778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-18T20:20:12.775659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-18T20:20:12.775997] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-18T20:20:12.776782] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-18T20:20:12.776836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:12.776868] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:12.776899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:12.776958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:12.836074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:12.836867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:12.836945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:12.836976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:12.961306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:12.961466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:12.961509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:12.961592] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:12.965193] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-18T20:20:12.965505] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-18T20:20:12.965663] [INFO ] [sig       ] DAVA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:13.115213] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DAVA.txt
[2025-12-18T20:20:13.115354] [INFO ] [sig       ] [900/3568] Completed DAVA in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-18T20:20:13.115395] [INFO ] [sig       ] [901/3568] Forecasting DAVE...
[2025-12-18T20:20:13.115425] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-18T20:20:13.115456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-18T20:20:13.127543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-18T20:20:13.127856] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-18T20:20:13.128781] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-18T20:20:13.128832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:13.128883] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:13.128913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:13.128974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:13.187652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:13.188273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:13.188351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:13.188383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:13.306433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:13.306593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:13.306636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:13.306664] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:13.309928] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=41.75%)
[2025-12-18T20:20:13.310198] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-18T20:20:13.310318] [INFO ] [sig       ] DAVE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:13.448952] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DAVE.txt
[2025-12-18T20:20:13.449082] [INFO ] [sig       ] [901/3568] Completed DAVE in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-18T20:20:13.449122] [INFO ] [sig       ] [902/3568] Forecasting DAWN...
[2025-12-18T20:20:13.449150] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-18T20:20:13.449179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-18T20:20:13.460359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-18T20:20:13.460675] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-18T20:20:13.461415] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-18T20:20:13.461465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:13.461496] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:13.461522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:13.461604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:13.518625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:13.519381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:13.519463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:13.519494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:13.637947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:13.638096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:13.638135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:13.638166] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:13.641466] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-12-18T20:20:13.641754] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-18T20:20:13.641875] [INFO ] [sig       ] DAWN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:13.780812] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DAWN.txt
[2025-12-18T20:20:13.780943] [INFO ] [sig       ] [902/3568] Completed DAWN in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-18T20:20:13.780981] [INFO ] [sig       ] [903/3568] Forecasting DB...
[2025-12-18T20:20:13.781011] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-18T20:20:13.781041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-18T20:20:13.793166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-18T20:20:13.793488] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-18T20:20:13.794254] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-18T20:20:13.794305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:13.794335] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:13.794361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:13.794415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:13.852449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:13.853225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:13.853304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:13.853335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:13.981402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:13.981537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:13.981594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:13.981625] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:13.984943] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=23.50%)
[2025-12-18T20:20:13.985216] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-18T20:20:13.985339] [INFO ] [sig       ] DB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:14.120948] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DB.txt
[2025-12-18T20:20:14.121060] [INFO ] [sig       ] [903/3568] Completed DB in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:14.121098] [INFO ] [sig       ] [904/3568] Forecasting DBI...
[2025-12-18T20:20:14.121127] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-18T20:20:14.121156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-18T20:20:14.132281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-18T20:20:14.132555] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-18T20:20:14.133314] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-18T20:20:14.133364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:14.133396] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:14.133422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:14.133477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:14.188845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:14.189560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:14.189657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:14.189689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:14.306654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:14.306806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:14.306847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:14.306874] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:14.310194] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=57.15%)
[2025-12-18T20:20:14.310465] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-18T20:20:14.310620] [INFO ] [sig       ] DBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:14.449779] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DBI.txt
[2025-12-18T20:20:14.449943] [INFO ] [sig       ] [904/3568] Completed DBI in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:14.450001] [INFO ] [sig       ] [905/3568] Forecasting DBL...
[2025-12-18T20:20:14.450056] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-18T20:20:14.450106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-18T20:20:14.462672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-18T20:20:14.463010] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-18T20:20:14.463917] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-18T20:20:14.463972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:14.464008] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:14.464047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:14.464109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:14.521523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:14.522383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:14.522469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:14.522503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:14.647888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:14.648068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:14.648130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:14.648166] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:14.651942] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=35.34%)
[2025-12-18T20:20:14.652233] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-18T20:20:14.652366] [INFO ] [sig       ] DBL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:14.791126] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DBL.txt
[2025-12-18T20:20:14.791273] [INFO ] [sig       ] [905/3568] Completed DBL in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:14.791312] [INFO ] [sig       ] [906/3568] Forecasting DBRG...
[2025-12-18T20:20:14.791342] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-18T20:20:14.791370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-18T20:20:14.802402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-18T20:20:14.802731] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-18T20:20:14.803469] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-18T20:20:14.803518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:14.803549] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:14.803595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:14.803655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:14.858324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:14.859061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:14.859139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:14.859171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:14.977019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:14.977168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:14.977208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:14.977236] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:14.980539] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=57.90%)
[2025-12-18T20:20:14.980831] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-18T20:20:14.980961] [INFO ] [sig       ] DBRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:15.117736] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DBRG.txt
[2025-12-18T20:20:15.117873] [INFO ] [sig       ] [906/3568] Completed DBRG in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:15.117911] [INFO ] [sig       ] [907/3568] Forecasting DBX...
[2025-12-18T20:20:15.117940] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-18T20:20:15.117970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-18T20:20:15.128789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-18T20:20:15.129112] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-18T20:20:15.129876] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-18T20:20:15.129927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:15.129958] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:15.129985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:15.130040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:15.184661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:15.185339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:15.185449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:15.185481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:15.309700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:15.309856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:15.309900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:15.309935] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:15.313620] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-18T20:20:15.313892] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-18T20:20:15.314017] [INFO ] [sig       ] DBX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:15.453259] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DBX.txt
[2025-12-18T20:20:15.453424] [INFO ] [sig       ] [907/3568] Completed DBX in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:15.453467] [INFO ] [sig       ] [908/3568] Forecasting DCBO...
[2025-12-18T20:20:15.453499] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-18T20:20:15.453529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-18T20:20:15.465413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-18T20:20:15.465840] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-18T20:20:15.466662] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-18T20:20:15.466715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:15.466747] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:15.466774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:15.466832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:15.524918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:15.525837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:15.525929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:15.525962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:15.644650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:15.644814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:15.644862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:15.644909] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:15.648346] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-12-18T20:20:15.648715] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-18T20:20:15.648864] [INFO ] [sig       ] DCBO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:15.789108] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DCBO.txt
[2025-12-18T20:20:15.789266] [INFO ] [sig       ] [908/3568] Completed DCBO in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:15.789308] [INFO ] [sig       ] [909/3568] Forecasting DCI...
[2025-12-18T20:20:15.789336] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-18T20:20:15.789365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-18T20:20:15.800519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-18T20:20:15.800915] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-18T20:20:15.801698] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-18T20:20:15.801749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:15.801780] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:15.801807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:15.801863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:15.859551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:15.860424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:15.860509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:15.860542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:15.979735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:15.979899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:15.979942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:15.979970] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:15.983282] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2025-12-18T20:20:15.983561] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-18T20:20:15.983740] [INFO ] [sig       ] DCI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:16.122158] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DCI.txt
[2025-12-18T20:20:16.122314] [INFO ] [sig       ] [909/3568] Completed DCI in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:16.122372] [INFO ] [sig       ] [910/3568] Forecasting DCO...
[2025-12-18T20:20:16.122416] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-18T20:20:16.122448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-18T20:20:16.133841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-18T20:20:16.134181] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-18T20:20:16.134949] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-18T20:20:16.135001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:16.135033] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:16.135059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:16.135115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:16.194633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:16.195509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:16.195610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:16.195663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:16.317675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:16.317841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:16.317885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:16.317915] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:16.322183] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-12-18T20:20:16.322766] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-18T20:20:16.322935] [INFO ] [sig       ] DCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:16.464536] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DCO.txt
[2025-12-18T20:20:16.464735] [INFO ] [sig       ] [910/3568] Completed DCO in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:16.464778] [INFO ] [sig       ] [911/3568] Forecasting DCOM...
[2025-12-18T20:20:16.464808] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-18T20:20:16.464838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-18T20:20:16.476186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-18T20:20:16.476550] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-18T20:20:16.477349] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-18T20:20:16.477400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:16.477430] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:16.477456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:16.477511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:16.535411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:16.536343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:16.536444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:16.536483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:16.662201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:16.662363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:16.662405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:16.662435] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:16.666038] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=35.38%)
[2025-12-18T20:20:16.666383] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-18T20:20:16.666526] [INFO ] [sig       ] DCOM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:16.807176] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DCOM.txt
[2025-12-18T20:20:16.807355] [INFO ] [sig       ] [911/3568] Completed DCOM in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:16.807421] [INFO ] [sig       ] [912/3568] Forecasting DCTH...
[2025-12-18T20:20:16.807458] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-18T20:20:16.807490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-18T20:20:16.819910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-18T20:20:16.820289] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-18T20:20:16.821119] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-18T20:20:16.821173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:16.821205] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:16.821234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:16.821306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:16.879246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:16.880111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:16.880194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:16.880225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:16.999835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:17] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:17.000042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:17.000071] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:17.003797] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-12-18T20:20:17.004133] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-18T20:20:17.004274] [INFO ] [sig       ] DCTH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:17.153694] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DCTH.txt
[2025-12-18T20:20:17.153875] [INFO ] [sig       ] [912/3568] Completed DCTH in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:17.153924] [INFO ] [sig       ] [913/3568] Forecasting DD...
[2025-12-18T20:20:17.153955] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-18T20:20:17.153983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-18T20:20:17.168262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-18T20:20:17.168716] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-18T20:20:17.169807] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-18T20:20:17.169860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:17.169891] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:17.169917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:17.169973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:17.226557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:17.227453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:17.227541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:17.227591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:17.350075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:17.350240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:17.350282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:17.350310] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:17.353627] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-18T20:20:17.353896] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-18T20:20:17.354021] [INFO ] [sig       ] DD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:17.491904] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DD.txt
[2025-12-18T20:20:17.492076] [INFO ] [sig       ] [913/3568] Completed DD in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-18T20:20:17.492116] [INFO ] [sig       ] [914/3568] Forecasting DDD...
[2025-12-18T20:20:17.492157] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-18T20:20:17.492191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-18T20:20:17.504406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-18T20:20:17.504822] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-18T20:20:17.505632] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-18T20:20:17.505705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:17.505762] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:17.505789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:17.505845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:17.563507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:17.564376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:17.564460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:17.564492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:17.685224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:17.685385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:17.685428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:17.685456] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:17.688898] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-12-18T20:20:17.689192] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-18T20:20:17.689319] [INFO ] [sig       ] DDD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:17.825548] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DDD.txt
[2025-12-18T20:20:17.825685] [INFO ] [sig       ] [914/3568] Completed DDD in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-18T20:20:17.825724] [INFO ] [sig       ] [915/3568] Forecasting DDI...
[2025-12-18T20:20:17.825753] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-18T20:20:17.825782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-18T20:20:17.837272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-18T20:20:17.837539] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-18T20:20:17.838297] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-18T20:20:17.838348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:17.838378] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:17.838404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:17.838459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:17.893479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:17.894089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:17.894167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:17.894198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:18.009100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:18.009207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:18.009248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:18.009276] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:18.012382] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-18T20:20:18.012663] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-18T20:20:18.012784] [INFO ] [sig       ] DDI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:18.149197] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DDI.txt
[2025-12-18T20:20:18.149306] [INFO ] [sig       ] [915/3568] Completed DDI in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-18T20:20:18.149342] [INFO ] [sig       ] [916/3568] Forecasting DDL...
[2025-12-18T20:20:18.149371] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-18T20:20:18.149400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-18T20:20:18.160667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-18T20:20:18.160948] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-18T20:20:18.161706] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-18T20:20:18.161756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:18.161787] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:18.161813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:18.161868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:18.219682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:18.220351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:18.220427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:18.220458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:18.338294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:18.338453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:18.338496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:18.338523] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:18.341897] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=20.94%)
[2025-12-18T20:20:18.342167] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-18T20:20:18.342291] [INFO ] [sig       ] DDL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:18.534087] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DDL.txt
[2025-12-18T20:20:18.534225] [INFO ] [sig       ] [916/3568] Completed DDL in 0.4s | 2.92 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-18T20:20:18.534263] [INFO ] [sig       ] [917/3568] Forecasting DDOG...
[2025-12-18T20:20:18.534294] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-18T20:20:18.534324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-18T20:20:18.545844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-18T20:20:18.546123] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-18T20:20:18.546895] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-18T20:20:18.546946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:18.546977] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:18.547003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:18.547059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:18.602042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:18.602657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:18.602737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:18.602769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:18.719992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:18.720138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:18.720184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:18.720212] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:18.723510] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-12-18T20:20:18.723796] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-18T20:20:18.723921] [INFO ] [sig       ] DDOG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:18.863367] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DDOG.txt
[2025-12-18T20:20:18.863525] [INFO ] [sig       ] [917/3568] Completed DDOG in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-18T20:20:18.863564] [INFO ] [sig       ] [918/3568] Forecasting DDS...
[2025-12-18T20:20:18.863616] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-18T20:20:18.863647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-18T20:20:18.874752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-18T20:20:18.875018] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-18T20:20:18.875782] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-18T20:20:18.875832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:18.875863] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:18.875889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:18.875944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:18.930973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:18.931549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:18.931642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:18.931675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:19.049699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:19.049843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:19.049885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:19.049913] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:19.053155] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-18T20:20:19.053433] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-18T20:20:19.053554] [INFO ] [sig       ] DDS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:19.190756] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DDS.txt
[2025-12-18T20:20:19.190881] [INFO ] [sig       ] [918/3568] Completed DDS in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-18T20:20:19.190919] [INFO ] [sig       ] [919/3568] Forecasting DE...
[2025-12-18T20:20:19.190948] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-18T20:20:19.190976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-18T20:20:19.202339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-18T20:20:19.202643] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-18T20:20:19.203393] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-18T20:20:19.203444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:19.203475] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:19.203501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:19.203556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:19.259175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:19.259849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:19.259926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:19.259958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:19.377851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:19.378005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:19.378048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:19.378076] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:19.381364] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-18T20:20:19.381669] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-18T20:20:19.381799] [INFO ] [sig       ] DE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:19.518231] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DE.txt
[2025-12-18T20:20:19.518365] [INFO ] [sig       ] [919/3568] Completed DE in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-18T20:20:19.518402] [INFO ] [sig       ] [920/3568] Forecasting DEA...
[2025-12-18T20:20:19.518432] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-18T20:20:19.518461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-18T20:20:19.529306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-18T20:20:19.529648] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-18T20:20:19.530393] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-18T20:20:19.530444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:19.530475] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:19.530501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:19.530557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:19.585247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:19.585965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:19.586044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:19.586085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:19.702610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:19.702761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:19.702802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:19.702829] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:19.706098] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=65.47%)
[2025-12-18T20:20:19.706372] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-18T20:20:19.706499] [INFO ] [sig       ] DEA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:19.845259] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DEA.txt
[2025-12-18T20:20:19.845407] [INFO ] [sig       ] [920/3568] Completed DEA in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:19.845447] [INFO ] [sig       ] [921/3568] Forecasting DECK...
[2025-12-18T20:20:19.845477] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-18T20:20:19.845506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-18T20:20:19.857456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-18T20:20:19.857882] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-18T20:20:19.858731] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-18T20:20:19.858784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:19.858815] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:19.858841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:19.858897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:19.917123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:19.917887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:19.917974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:19.918008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:20.043361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:20.043515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:20.043589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:20.043621] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:20.046896] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-18T20:20:20.047179] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-18T20:20:20.047302] [INFO ] [sig       ] DECK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:20.190843] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DECK.txt
[2025-12-18T20:20:20.191017] [INFO ] [sig       ] [921/3568] Completed DECK in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:20.191070] [INFO ] [sig       ] [922/3568] Forecasting DEI...
[2025-12-18T20:20:20.191110] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-18T20:20:20.191141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-18T20:20:20.202963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-18T20:20:20.203275] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-18T20:20:20.204085] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-18T20:20:20.204137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:20.204169] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:20.204196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:20.204254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:20.259987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:20.260810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:20.260895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:20.260930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:20.384262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:20.384410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:20.384452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:20.384480] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:20.387762] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-18T20:20:20.388053] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-18T20:20:20.388185] [INFO ] [sig       ] DEI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:20.526389] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DEI.txt
[2025-12-18T20:20:20.526536] [INFO ] [sig       ] [922/3568] Completed DEI in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:20.526597] [INFO ] [sig       ] [923/3568] Forecasting DELL...
[2025-12-18T20:20:20.526631] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-18T20:20:20.526661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-18T20:20:20.538320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-18T20:20:20.538609] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-18T20:20:20.539394] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-18T20:20:20.539445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:20.539474] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:20.539500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:20.539555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:20.598201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:20.598849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:20.598941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:20.598973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:20.720400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:20.720549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:20.720607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:20.720637] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:20.723961] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2025-12-18T20:20:20.724238] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-18T20:20:20.724363] [INFO ] [sig       ] DELL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:20.864681] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DELL.txt
[2025-12-18T20:20:20.864851] [INFO ] [sig       ] [923/3568] Completed DELL in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:20.864893] [INFO ] [sig       ] [924/3568] Forecasting DENN...
[2025-12-18T20:20:20.864924] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-18T20:20:20.864955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-18T20:20:20.876546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-18T20:20:20.876907] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-18T20:20:20.877713] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-18T20:20:20.877764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:20.877796] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:20.877823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:20.877880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:20.933613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:20.934480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:20.934594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:20.934629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:21.055024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:21.055194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:21.055244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:21.055303] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:21.059092] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-18T20:20:21.059473] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-18T20:20:21.059650] [INFO ] [sig       ] DENN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:21.204015] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DENN.txt
[2025-12-18T20:20:21.204177] [INFO ] [sig       ] [924/3568] Completed DENN in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:21.204216] [INFO ] [sig       ] [925/3568] Forecasting DEO...
[2025-12-18T20:20:21.204246] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-18T20:20:21.204276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-18T20:20:21.216917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-18T20:20:21.217365] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-18T20:20:21.218421] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-18T20:20:21.218489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:21.218548] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:21.218618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:21.218701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:21.278188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:21.279121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:21.279211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:21.279243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:21.404795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:21.404947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:21.404989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:21.405018] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:21.408360] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=28.59%)
[2025-12-18T20:20:21.408685] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-18T20:20:21.408824] [INFO ] [sig       ] DEO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:21.550401] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DEO.txt
[2025-12-18T20:20:21.550554] [INFO ] [sig       ] [925/3568] Completed DEO in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:21.550617] [INFO ] [sig       ] [926/3568] Forecasting DERM...
[2025-12-18T20:20:21.550649] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-18T20:20:21.550679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-18T20:20:21.561677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-18T20:20:21.561992] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-18T20:20:21.562770] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-18T20:20:21.562821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:21.562852] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:21.562878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:21.562934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:21.618130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:21.618724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:21.618798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:21.618830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:21.738243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:21.738381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:21.738421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:21.738448] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:21.741748] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-12-18T20:20:21.742022] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-18T20:20:21.742141] [INFO ] [sig       ] DERM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:21.878720] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DERM.txt
[2025-12-18T20:20:21.878846] [INFO ] [sig       ] [926/3568] Completed DERM in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:21.878884] [INFO ] [sig       ] [927/3568] Forecasting DFGP...
[2025-12-18T20:20:21.878913] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-18T20:20:21.878941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-18T20:20:21.890274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-18T20:20:21.890555] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-18T20:20:21.891318] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-18T20:20:21.891368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:21.891398] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:21.891424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:21.891480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:21.948554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:21.949227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:21.949306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:21.949340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:22.071249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:22.071400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:22.071442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:22.071471] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:22.074847] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-18T20:20:22.075136] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-18T20:20:22.075260] [INFO ] [sig       ] DFGP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:22.213460] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DFGP.txt
[2025-12-18T20:20:22.213609] [INFO ] [sig       ] [927/3568] Completed DFGP in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:22.213683] [INFO ] [sig       ] [928/3568] Forecasting DFGX...
[2025-12-18T20:20:22.213713] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-18T20:20:22.213742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-18T20:20:22.224836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-18T20:20:22.225122] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-18T20:20:22.225920] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-18T20:20:22.225973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:22.226005] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:22.226033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:22.226091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:22.282607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:22.283295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:22.283376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:22.283410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:22.411158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:22.411328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:22.411551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:22.411600] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:22.415617] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=49.88%)
[2025-12-18T20:20:22.415924] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-18T20:20:22.416062] [INFO ] [sig       ] DFGX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:22.557134] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DFGX.txt
[2025-12-18T20:20:22.557290] [INFO ] [sig       ] [928/3568] Completed DFGX in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:22.557330] [INFO ] [sig       ] [929/3568] Forecasting DFH...
[2025-12-18T20:20:22.557365] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-18T20:20:22.557396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-18T20:20:22.569343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-18T20:20:22.569769] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-18T20:20:22.570771] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-18T20:20:22.570826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:22.570858] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:22.570884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:22.570941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:22.630213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:22.631192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:22.631283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:22.631317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:22.752405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:22.752528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:22.752584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:22.752617] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:22.755838] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-12-18T20:20:22.756123] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-18T20:20:22.756253] [INFO ] [sig       ] DFH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:22.899692] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DFH.txt
[2025-12-18T20:20:22.899813] [INFO ] [sig       ] [929/3568] Completed DFH in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:22.899852] [INFO ] [sig       ] [930/3568] Forecasting DFIN...
[2025-12-18T20:20:22.899882] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-18T20:20:22.899911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-18T20:20:22.911057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-18T20:20:22.911327] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-18T20:20:22.912090] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-18T20:20:22.912141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:22.912172] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:22.912199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:22.912255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:22.968561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:22.969179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:22.969261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:22.969292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:23.086763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:23.086909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:23.086949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:23.086977] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:23.090553] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-12-18T20:20:23.090845] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-18T20:20:23.090970] [INFO ] [sig       ] DFIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:23.229100] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DFIN.txt
[2025-12-18T20:20:23.229226] [INFO ] [sig       ] [930/3568] Completed DFIN in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-18T20:20:23.229264] [INFO ] [sig       ] [931/3568] Forecasting DFP...
[2025-12-18T20:20:23.229293] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-18T20:20:23.229322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-18T20:20:23.240825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-18T20:20:23.241103] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-18T20:20:23.241870] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-18T20:20:23.241920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:23.241951] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:23.242002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:23.242059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:23.300194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:23.300992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:23.301068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:23.301099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:23.420820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:23.420944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:23.420982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:23.421010] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:23.424351] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-12-18T20:20:23.424634] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-18T20:20:23.424752] [INFO ] [sig       ] DFP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:23.563044] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DFP.txt
[2025-12-18T20:20:23.563156] [INFO ] [sig       ] [931/3568] Completed DFP in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-18T20:20:23.563196] [INFO ] [sig       ] [932/3568] Forecasting DG...
[2025-12-18T20:20:23.563224] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-18T20:20:23.563253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-18T20:20:23.575713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-18T20:20:23.575991] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-18T20:20:23.576752] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-18T20:20:23.576803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:23.576834] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:23.576861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:23.576916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:23.633616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:23.634215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:23.634291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:23.634322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:23.760403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:23.760541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:23.760598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:23.760646] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:23.763917] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-18T20:20:23.764189] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-18T20:20:23.764310] [INFO ] [sig       ] DG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:23.901856] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DG.txt
[2025-12-18T20:20:23.901974] [INFO ] [sig       ] [932/3568] Completed DG in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-18T20:20:23.902014] [INFO ] [sig       ] [933/3568] Forecasting DGCB...
[2025-12-18T20:20:23.902043] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-18T20:20:23.902072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-18T20:20:23.913277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-18T20:20:23.913562] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-18T20:20:23.914325] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-18T20:20:23.914375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:23.914406] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:23.914433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:23.914489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:23.969700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:23.970288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:23.970365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:23.970396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:24.091072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:24.091215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:24.091255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:24.091288] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:24.094592] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=21.37%)
[2025-12-18T20:20:24.094864] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-18T20:20:24.094986] [INFO ] [sig       ] DGCB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:24.231779] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DGCB.txt
[2025-12-18T20:20:24.231894] [INFO ] [sig       ] [933/3568] Completed DGCB in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-18T20:20:24.231932] [INFO ] [sig       ] [934/3568] Forecasting DGICA...
[2025-12-18T20:20:24.231960] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-18T20:20:24.231990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-18T20:20:24.243530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-18T20:20:24.243826] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-18T20:20:24.244588] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-18T20:20:24.244640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:24.244670] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:24.244695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:24.244751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:24.300695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:24.301299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:24.301376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:24.301420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:24.419869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:24.420004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:24.420043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:24.420070] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:24.423351] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2025-12-18T20:20:24.423633] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-18T20:20:24.423754] [INFO ] [sig       ] DGICA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:24.564140] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DGICA.txt
[2025-12-18T20:20:24.564257] [INFO ] [sig       ] [934/3568] Completed DGICA in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-18T20:20:24.564295] [INFO ] [sig       ] [935/3568] Forecasting DGII...
[2025-12-18T20:20:24.564325] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-18T20:20:24.564354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-18T20:20:24.575540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-18T20:20:24.575828] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-18T20:20:24.576561] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-18T20:20:24.576634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:24.576666] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:24.576692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:24.576748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:24.633227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:24.633860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:24.633937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:24.633970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:24.755908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:24.756040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:24.756081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:24.756110] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:24.759413] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-12-18T20:20:24.759711] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-18T20:20:24.759835] [INFO ] [sig       ] DGII: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:24.901698] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DGII.txt
[2025-12-18T20:20:24.901816] [INFO ] [sig       ] [935/3568] Completed DGII in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-18T20:20:24.901854] [INFO ] [sig       ] [936/3568] Forecasting DGRE...
[2025-12-18T20:20:24.901882] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-18T20:20:24.901911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-18T20:20:24.912396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-18T20:20:24.912669] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-18T20:20:24.913412] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-18T20:20:24.913462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:24.913494] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:24.913520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:24.913611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:24.969513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:24.970112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:24.970203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:24.970243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:25.076274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:25.076424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:25.076467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:25.076495] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:25.079852] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=60.81%)
[2025-12-18T20:20:25.080125] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-18T20:20:25.080246] [INFO ] [sig       ] DGRE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:25.218694] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DGRE.txt
[2025-12-18T20:20:25.218820] [INFO ] [sig       ] [936/3568] Completed DGRE in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-18T20:20:25.218857] [INFO ] [sig       ] [937/3568] Forecasting DGRS...
[2025-12-18T20:20:25.218886] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-18T20:20:25.218915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-18T20:20:25.229974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-18T20:20:25.230244] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-18T20:20:25.231012] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-18T20:20:25.231063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:25.231095] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:25.231120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:25.231175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:25.291397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:25.292296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:25.292373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:25.292405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:25.412891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:25.413038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:25.413079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:25.413108] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:25.416337] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-18T20:20:25.416828] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-18T20:20:25.416956] [INFO ] [sig       ] DGRS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:25.560050] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DGRS.txt
[2025-12-18T20:20:25.560169] [INFO ] [sig       ] [937/3568] Completed DGRS in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-18T20:20:25.560207] [INFO ] [sig       ] [938/3568] Forecasting DGX...
[2025-12-18T20:20:25.560235] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-18T20:20:25.560264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-18T20:20:25.571913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-18T20:20:25.572197] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-18T20:20:25.572980] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-18T20:20:25.573031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:25.573062] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:25.573088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:25.573143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:25.631107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:25.631923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:25.632000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:25.632030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:25.753925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:25.754055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:25.754094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:25.754121] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:25.757341] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-12-18T20:20:25.757623] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-18T20:20:25.757745] [INFO ] [sig       ] DGX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:25.898107] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DGX.txt
[2025-12-18T20:20:25.898221] [INFO ] [sig       ] [938/3568] Completed DGX in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:25.898258] [INFO ] [sig       ] [939/3568] Forecasting DH...
[2025-12-18T20:20:25.898289] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-18T20:20:25.898318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-18T20:20:25.910061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-18T20:20:25.910450] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-18T20:20:25.911263] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-18T20:20:25.911315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:25.911347] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:25.911373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:25.911429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:25.966056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:25.966779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:25.966858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:25.966890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:26.091738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:26.091908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:26.091953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:26.091981] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:26.095470] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=61.84%)
[2025-12-18T20:20:26.095767] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-18T20:20:26.095894] [INFO ] [sig       ] DH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:26.242010] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DH.txt
[2025-12-18T20:20:26.242155] [INFO ] [sig       ] [939/3568] Completed DH in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:26.242195] [INFO ] [sig       ] [940/3568] Forecasting DHC...
[2025-12-18T20:20:26.242225] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-18T20:20:26.242254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-18T20:20:26.254485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-18T20:20:26.255027] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-18T20:20:26.256033] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-18T20:20:26.256085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:26.256117] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:26.256142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:26.256198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:26.314614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:26.315392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:26.315472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:26.315504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:26.435837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:26.435998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:26.436040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:26.436068] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:26.439341] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=85.41%)
[2025-12-18T20:20:26.439801] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-18T20:20:26.439925] [INFO ] [sig       ] DHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:26.580146] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DHC.txt
[2025-12-18T20:20:26.580296] [INFO ] [sig       ] [940/3568] Completed DHC in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:26.580336] [INFO ] [sig       ] [941/3568] Forecasting DHF...
[2025-12-18T20:20:26.580367] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-18T20:20:26.580397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-18T20:20:26.592842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-18T20:20:26.593206] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-18T20:20:26.594028] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-18T20:20:26.594081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:26.594113] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:26.594141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:26.594197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:26.652801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:26.653764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:26.653851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:26.653920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:26.775969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:26.776131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:26.776176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:26.776204] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:26.780092] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2025-12-18T20:20:26.780390] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-18T20:20:26.780524] [INFO ] [sig       ] DHF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:26.929185] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DHF.txt
[2025-12-18T20:20:26.929360] [INFO ] [sig       ] [941/3568] Completed DHF in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:26.929402] [INFO ] [sig       ] [942/3568] Forecasting DHI...
[2025-12-18T20:20:26.929431] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-18T20:20:26.929461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-18T20:20:26.942137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-18T20:20:26.942561] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-18T20:20:26.943386] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-18T20:20:26.943440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:26.943472] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:26.943499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:26.943555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:27.006641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:27.007496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:27.007600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:27.007636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:27.143964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:27.144133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:27.144181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:27.144210] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:27.147925] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-18T20:20:27.148212] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-18T20:20:27.148368] [INFO ] [sig       ] DHI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:27.292489] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DHI.txt
[2025-12-18T20:20:27.292656] [INFO ] [sig       ] [942/3568] Completed DHI in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:27.292698] [INFO ] [sig       ] [943/3568] Forecasting DHIL...
[2025-12-18T20:20:27.292729] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-18T20:20:27.292760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-18T20:20:27.304450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-18T20:20:27.304784] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-18T20:20:27.305555] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-18T20:20:27.305624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:27.305658] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:27.305685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:27.305746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:27.364726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:27.365472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:27.365555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:27.365606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:27.485834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:27.485990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:27.486033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:27.486061] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:27.489789] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-18T20:20:27.490105] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-18T20:20:27.490266] [INFO ] [sig       ] DHIL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:27.638838] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DHIL.txt
[2025-12-18T20:20:27.638989] [INFO ] [sig       ] [943/3568] Completed DHIL in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:27.642622] [INFO ] [sig       ] [944/3568] Forecasting DHX...
[2025-12-18T20:20:27.642694] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-18T20:20:27.642729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-18T20:20:27.655712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-18T20:20:27.656112] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-18T20:20:27.656968] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-18T20:20:27.657021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:27.657053] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:27.657082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:27.657138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:27.714638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:27.715541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:27.715650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:27.715686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:27.836849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:27.837012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:27.837054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:27.837083] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:27.840637] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=50.51%)
[2025-12-18T20:20:27.840933] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-18T20:20:27.841065] [INFO ] [sig       ] DHX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:27.984853] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DHX.txt
[2025-12-18T20:20:27.985033] [INFO ] [sig       ] [944/3568] Completed DHX in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:27.985076] [INFO ] [sig       ] [945/3568] Forecasting DIBS...
[2025-12-18T20:20:27.985105] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-18T20:20:27.985135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-18T20:20:27.996424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-18T20:20:27.996770] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-18T20:20:27.997540] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-18T20:20:27.997611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:27.997645] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:27.997673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:27.997729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:28.054662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:28.055530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:28.055633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:28.055667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:28.179128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:28.179287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:28.179346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:28.179376] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:28.182846] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=74.99%)
[2025-12-18T20:20:28.183129] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-18T20:20:28.183255] [INFO ] [sig       ] DIBS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:28.329533] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DIBS.txt
[2025-12-18T20:20:28.329717] [INFO ] [sig       ] [945/3568] Completed DIBS in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:28.329761] [INFO ] [sig       ] [946/3568] Forecasting DIN...
[2025-12-18T20:20:28.329793] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-18T20:20:28.329827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-18T20:20:28.341075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-18T20:20:28.341474] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-18T20:20:28.342302] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-18T20:20:28.342366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:28.342401] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:28.342429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:28.342486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:28.399828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:28.400761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:28.400848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:28.400883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:28.522507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:28.522685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:28.522732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:28.522761] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:28.526147] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-18T20:20:28.526435] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-18T20:20:28.526564] [INFO ] [sig       ] DIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:28.667297] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DIN.txt
[2025-12-18T20:20:28.667468] [INFO ] [sig       ] [946/3568] Completed DIN in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:28.667508] [INFO ] [sig       ] [947/3568] Forecasting DINO...
[2025-12-18T20:20:28.667539] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-18T20:20:28.667590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-18T20:20:28.679762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-18T20:20:28.680123] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-18T20:20:28.680935] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-18T20:20:28.680987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:28.681019] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:28.681046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:28.681102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:28.737336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:28.738246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:28.738331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:28.738364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:28.870773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:28.870952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:28.871003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:28.871036] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:28.875134] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-12-18T20:20:28.875464] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-18T20:20:28.875628] [INFO ] [sig       ] DINO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:29.025623] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DINO.txt
[2025-12-18T20:20:29.025778] [INFO ] [sig       ] [947/3568] Completed DINO in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-18T20:20:29.025819] [INFO ] [sig       ] [948/3568] Forecasting DIOD...
[2025-12-18T20:20:29.025849] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-18T20:20:29.025879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-18T20:20:29.038088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-18T20:20:29.038472] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-18T20:20:29.039284] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-18T20:20:29.039337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:29.039394] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:29.039422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:29.039479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:29.095015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:29.095871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:29.095951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:29.095983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:29.215002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:29.215160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:29.215204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:29.215232] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:29.218627] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-18T20:20:29.218932] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-18T20:20:29.219092] [INFO ] [sig       ] DIOD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:29.357095] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DIOD.txt
[2025-12-18T20:20:29.357249] [INFO ] [sig       ] [948/3568] Completed DIOD in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-18T20:20:29.357290] [INFO ] [sig       ] [949/3568] Forecasting DIS...
[2025-12-18T20:20:29.357319] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-18T20:20:29.357350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-18T20:20:29.369294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-18T20:20:29.369787] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-18T20:20:29.370614] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-18T20:20:29.370669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:29.370717] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:29.370746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:29.370805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:29.428481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:29.429393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:29.429480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:29.429513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:29.552451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:29.552654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:29.552704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:29.552744] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:29.556476] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-18T20:20:29.556874] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-18T20:20:29.557025] [INFO ] [sig       ] DIS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:29.712616] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DIS.txt
[2025-12-18T20:20:29.712772] [INFO ] [sig       ] [949/3568] Completed DIS in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-18T20:20:29.712813] [INFO ] [sig       ] [950/3568] Forecasting DJCO...
[2025-12-18T20:20:29.712856] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-18T20:20:29.712885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-18T20:20:29.725671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-18T20:20:29.726038] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-18T20:20:29.726892] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-18T20:20:29.726949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:29.726995] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:29.727031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:29.727101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:29.787992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:29.788932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:29.789021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:29.789077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:29.916422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:29.916599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:29.916644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:29.916674] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:29.920373] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-18T20:20:29.920679] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-18T20:20:29.920809] [INFO ] [sig       ] DJCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:30.075277] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DJCO.txt
[2025-12-18T20:20:30.075430] [INFO ] [sig       ] [950/3568] Completed DJCO in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-18T20:20:30.075470] [INFO ] [sig       ] [951/3568] Forecasting DK...
[2025-12-18T20:20:30.075504] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-18T20:20:30.075550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-18T20:20:30.087750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-18T20:20:30.088093] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-18T20:20:30.088889] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-18T20:20:30.088940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:30.088972] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:30.089000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:30.089094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:30.154992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:30.155875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:30.155960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:30.155994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:30.290539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:30.290738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:30.290809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:30.290919] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:30.295941] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=61.37%)
[2025-12-18T20:20:30.296356] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-18T20:20:30.296547] [INFO ] [sig       ] DK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:30.452347] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DK.txt
[2025-12-18T20:20:30.452521] [INFO ] [sig       ] [951/3568] Completed DK in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-18T20:20:30.452565] [INFO ] [sig       ] [952/3568] Forecasting DKL...
[2025-12-18T20:20:30.452614] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-18T20:20:30.452644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-18T20:20:30.464506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-18T20:20:30.464841] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-18T20:20:30.465595] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-18T20:20:30.465646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:30.465678] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:30.465704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:30.465760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:30.521938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:30.522519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:30.522612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:30.522646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:30.637262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:30.637401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:30.637446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:30.637476] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:30.640757] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=41.86%)
[2025-12-18T20:20:30.641026] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-18T20:20:30.641179] [INFO ] [sig       ] DKL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:30.778815] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DKL.txt
[2025-12-18T20:20:30.778952] [INFO ] [sig       ] [952/3568] Completed DKL in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-18T20:20:30.778992] [INFO ] [sig       ] [953/3568] Forecasting DKNG...
[2025-12-18T20:20:30.779044] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-18T20:20:30.779088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-18T20:20:30.790715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-18T20:20:30.791079] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-18T20:20:30.791918] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-18T20:20:30.791972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:30.792006] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:30.792034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:30.792091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:30.848663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:30.849520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:30.849619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:30.849653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:30.966095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:30.966253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:30.966300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:30.966329] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:30.970222] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=47.26%)
[2025-12-18T20:20:30.970750] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-18T20:20:30.970905] [INFO ] [sig       ] DKNG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:31.129519] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DKNG.txt
[2025-12-18T20:20:31.129716] [INFO ] [sig       ] [953/3568] Completed DKNG in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-18T20:20:31.129762] [INFO ] [sig       ] [954/3568] Forecasting DKS...
[2025-12-18T20:20:31.129794] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-18T20:20:31.129825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-18T20:20:31.141771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-18T20:20:31.142177] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-18T20:20:31.143084] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-18T20:20:31.143143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:31.143176] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:31.143203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:31.143260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:31.210401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:31.211432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:31.211523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:31.211563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:31.336422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:31.336600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:31.336644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:31.336671] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:31.340031] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-18T20:20:31.340314] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-18T20:20:31.340461] [INFO ] [sig       ] DKS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:31.481938] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DKS.txt
[2025-12-18T20:20:31.482099] [INFO ] [sig       ] [954/3568] Completed DKS in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-18T20:20:31.482150] [INFO ] [sig       ] [955/3568] Forecasting DLB...
[2025-12-18T20:20:31.482180] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-18T20:20:31.482209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-18T20:20:31.494260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-18T20:20:31.494610] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-18T20:20:31.495648] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-18T20:20:31.495701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:31.495733] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:31.495761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:31.495818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:31.551490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:31.552294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:31.552397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:31.552437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:31.675422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:31.675597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:31.675641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:31.675669] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:31.678948] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2025-12-18T20:20:31.679238] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-18T20:20:31.679359] [INFO ] [sig       ] DLB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:31.821063] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DLB.txt
[2025-12-18T20:20:31.821238] [INFO ] [sig       ] [955/3568] Completed DLB in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-18T20:20:31.821282] [INFO ] [sig       ] [956/3568] Forecasting DLHC...
[2025-12-18T20:20:31.821350] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-18T20:20:31.821387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-18T20:20:31.832799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-18T20:20:31.833152] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-18T20:20:31.833965] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-18T20:20:31.834016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:31.834046] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:31.834071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:31.834126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:31.891733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:31.892528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:31.892637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:31.892672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:32.023002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:32.023167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:32.023213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:32.023259] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:32.026670] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=73.55%)
[2025-12-18T20:20:32.026948] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-18T20:20:32.027082] [INFO ] [sig       ] DLHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:32.169915] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DLHC.txt
[2025-12-18T20:20:32.170044] [INFO ] [sig       ] [956/3568] Completed DLHC in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:32.170083] [INFO ] [sig       ] [957/3568] Forecasting DLNG...
[2025-12-18T20:20:32.170111] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-18T20:20:32.170139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-18T20:20:32.181508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-18T20:20:32.181827] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-18T20:20:32.182630] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-18T20:20:32.182682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:32.182715] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:32.182742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:32.182799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:32.242742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:32.243768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:32.243876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:32.243910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:32.360261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:32.360432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:32.360474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:32.360502] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:32.363832] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=18.24%)
[2025-12-18T20:20:32.364107] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-18T20:20:32.364229] [INFO ] [sig       ] DLNG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:32.502014] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DLNG.txt
[2025-12-18T20:20:32.502161] [INFO ] [sig       ] [957/3568] Completed DLNG in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:32.502201] [INFO ] [sig       ] [958/3568] Forecasting DLO...
[2025-12-18T20:20:32.502230] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-18T20:20:32.502258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-18T20:20:32.513819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-18T20:20:32.514197] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-18T20:20:32.515020] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-18T20:20:32.515073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:32.515104] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:32.515130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:32.515185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:32.571508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:32.572252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:32.572370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:32.572410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:32.685872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:32.686027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:32.686067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:32.686095] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:32.689357] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-18T20:20:32.689644] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-18T20:20:32.689769] [INFO ] [sig       ] DLO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:32.827279] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DLO.txt
[2025-12-18T20:20:32.827423] [INFO ] [sig       ] [958/3568] Completed DLO in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:32.827471] [INFO ] [sig       ] [959/3568] Forecasting DLPN...
[2025-12-18T20:20:32.827510] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-18T20:20:32.827541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-18T20:20:32.841125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-18T20:20:32.841515] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-18T20:20:32.842289] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-18T20:20:32.842340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:32.842372] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:32.842398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:32.842455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:32.899887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:32.900703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:32.900790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:32.900824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:33.017354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:33.017562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:33.017632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:33.017663] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:33.021565] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-18T20:20:33.021911] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-18T20:20:33.022045] [INFO ] [sig       ] DLPN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:33.166972] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DLPN.txt
[2025-12-18T20:20:33.167121] [INFO ] [sig       ] [959/3568] Completed DLPN in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:33.167166] [INFO ] [sig       ] [960/3568] Forecasting DLTH...
[2025-12-18T20:20:33.167198] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-18T20:20:33.167227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-18T20:20:33.178767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-18T20:20:33.179087] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-18T20:20:33.179872] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-18T20:20:33.179922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:33.179953] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:33.179979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:33.180053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:33.235017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:33.235948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:33.236036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:33.236081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:33.362897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:33.363064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:33.363122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:33.363155] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:33.366974] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-12-18T20:20:33.367295] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-18T20:20:33.367456] [INFO ] [sig       ] DLTH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:33.512944] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DLTH.txt
[2025-12-18T20:20:33.513115] [INFO ] [sig       ] [960/3568] Completed DLTH in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:33.513169] [INFO ] [sig       ] [961/3568] Forecasting DLX...
[2025-12-18T20:20:33.513201] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-18T20:20:33.513241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-18T20:20:33.525900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-18T20:20:33.526258] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-18T20:20:33.527086] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-18T20:20:33.527139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:33.527173] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:33.527201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:33.527260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:33.586448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:33.587318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:33.587413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:33.587450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:33.713941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:33.714109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:33.714155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:33.714186] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:33.717733] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-18T20:20:33.718018] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-18T20:20:33.718143] [INFO ] [sig       ] DLX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:33.864795] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DLX.txt
[2025-12-18T20:20:33.865006] [INFO ] [sig       ] [961/3568] Completed DLX in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:33.865065] [INFO ] [sig       ] [962/3568] Forecasting DLY...
[2025-12-18T20:20:33.865109] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-18T20:20:33.865147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-18T20:20:33.877447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-18T20:20:33.877814] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-18T20:20:33.878664] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-18T20:20:33.878742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:33.878786] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:33.878826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:33.878901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:33.941103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:33.941941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:33.942019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:33.942050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:34.065117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:34.065273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:34.065315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:34.065346] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:34.069233] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-18T20:20:34.069518] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-18T20:20:34.069691] [INFO ] [sig       ] DLY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:34.215536] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DLY.txt
[2025-12-18T20:20:34.215714] [INFO ] [sig       ] [962/3568] Completed DLY in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:34.215761] [INFO ] [sig       ] [963/3568] Forecasting DMAC...
[2025-12-18T20:20:34.215791] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-18T20:20:34.215821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-18T20:20:34.228187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-18T20:20:34.228530] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-18T20:20:34.229555] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-18T20:20:34.229625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:34.229659] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:34.229687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:34.229743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:34.293528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:34.294601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:34.294691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:34.294725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:34.423023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:34.423204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:34.423268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:34.423312] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:34.427021] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2025-12-18T20:20:34.427311] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-18T20:20:34.427442] [INFO ] [sig       ] DMAC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:34.574658] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DMAC.txt
[2025-12-18T20:20:34.574809] [INFO ] [sig       ] [963/3568] Completed DMAC in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:34.574850] [INFO ] [sig       ] [964/3568] Forecasting DMB...
[2025-12-18T20:20:34.574882] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-18T20:20:34.574913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-18T20:20:34.587320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-18T20:20:34.587660] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-18T20:20:34.588509] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-18T20:20:34.588595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:34.588643] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:34.588673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:34.588731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:34.648928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:34.649943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:34.650029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:34.650063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:34.772185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:34.772341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:34.772383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:34.772412] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:34.775921] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=43.40%)
[2025-12-18T20:20:34.776199] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-18T20:20:34.776327] [INFO ] [sig       ] DMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:34.913427] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DMB.txt
[2025-12-18T20:20:34.913562] [INFO ] [sig       ] [964/3568] Completed DMB in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:34.913617] [INFO ] [sig       ] [965/3568] Forecasting DMLP...
[2025-12-18T20:20:34.913647] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-18T20:20:34.913676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-18T20:20:34.925228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-18T20:20:34.925556] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-18T20:20:34.926327] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-18T20:20:34.926379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:34.926438] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:34.926466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:34.926523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:34.985090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:34.985977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:34.986061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:34.986095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:35.110963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:35.111123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:35.111167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:35.111196] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:35.114604] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=46.83%)
[2025-12-18T20:20:35.114884] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-18T20:20:35.115011] [INFO ] [sig       ] DMLP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:35.261862] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DMLP.txt
[2025-12-18T20:20:35.262029] [INFO ] [sig       ] [965/3568] Completed DMLP in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-18T20:20:35.262071] [INFO ] [sig       ] [966/3568] Forecasting DMO...
[2025-12-18T20:20:35.262103] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-18T20:20:35.262134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-18T20:20:35.275142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-18T20:20:35.275525] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-18T20:20:35.276342] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-18T20:20:35.276395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:35.276428] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:35.276456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:35.276533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:35.334559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:35.335247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:35.335329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:35.335362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:35.455475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:35.455655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:35.455703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:35.455733] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:35.459164] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-12-18T20:20:35.459437] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-18T20:20:35.459565] [INFO ] [sig       ] DMO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:35.594936] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DMO.txt
[2025-12-18T20:20:35.595051] [INFO ] [sig       ] [966/3568] Completed DMO in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-18T20:20:35.595090] [INFO ] [sig       ] [967/3568] Forecasting DMRC...
[2025-12-18T20:20:35.595118] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-18T20:20:35.595147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-18T20:20:35.607389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-18T20:20:35.607708] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-18T20:20:35.608454] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-18T20:20:35.608505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:35.608537] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:35.608563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:35.608639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:35.663530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:35.664217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:35.664299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:35.664330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:35.783627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:35.783770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:35.783809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:35.783836] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:35.787404] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-18T20:20:35.787895] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-18T20:20:35.788017] [INFO ] [sig       ] DMRC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:35.926360] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DMRC.txt
[2025-12-18T20:20:35.926487] [INFO ] [sig       ] [967/3568] Completed DMRC in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-18T20:20:35.926526] [INFO ] [sig       ] [968/3568] Forecasting DMXF...
[2025-12-18T20:20:35.926554] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-18T20:20:35.926601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-18T20:20:35.938205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-18T20:20:35.938592] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-18T20:20:35.939393] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-18T20:20:35.939451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:35.939481] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:35.939507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:35.939563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:35.995613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:35.996462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:35.996552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:35.996604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:36.114364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:36.114524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:36.114586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:36.114654] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:36.118170] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-12-18T20:20:36.118499] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-18T20:20:36.118663] [INFO ] [sig       ] DMXF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:36.262398] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DMXF.txt
[2025-12-18T20:20:36.262557] [INFO ] [sig       ] [968/3568] Completed DMXF in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-18T20:20:36.262620] [INFO ] [sig       ] [969/3568] Forecasting DNA...
[2025-12-18T20:20:36.262651] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-18T20:20:36.262681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-18T20:20:36.274733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-18T20:20:36.275099] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-18T20:20:36.275885] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-18T20:20:36.275936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:36.275967] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:36.275993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:36.276049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:36.331559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:36.332410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:36.332494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:36.332525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:36.450448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:36.450809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:36.450869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:36.450897] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:36.454473] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-18T20:20:36.454807] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-18T20:20:36.454940] [INFO ] [sig       ] DNA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:36.592681] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DNA.txt
[2025-12-18T20:20:36.592822] [INFO ] [sig       ] [969/3568] Completed DNA in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-18T20:20:36.592862] [INFO ] [sig       ] [970/3568] Forecasting DNLI...
[2025-12-18T20:20:36.592891] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-18T20:20:36.592921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-18T20:20:36.604483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-18T20:20:36.604842] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-18T20:20:36.605608] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-18T20:20:36.605658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:36.605690] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:36.605717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:36.605773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:36.661601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:36.662478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:36.662559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:36.662614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:36.782039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:36.782177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:36.782217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:36.782246] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:36.785510] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-18T20:20:36.785796] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-18T20:20:36.785921] [INFO ] [sig       ] DNLI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:36.922612] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DNLI.txt
[2025-12-18T20:20:36.922733] [INFO ] [sig       ] [970/3568] Completed DNLI in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-18T20:20:36.922771] [INFO ] [sig       ] [971/3568] Forecasting DNP...
[2025-12-18T20:20:36.922801] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-18T20:20:36.922831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-18T20:20:36.933748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-18T20:20:36.934054] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-18T20:20:36.934823] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-18T20:20:36.934873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:36.934903] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:36.934929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:36.934984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:36.994353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:36.995285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:36.995366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:36.995398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:37.116726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:37.116875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:37.116916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:37.116944] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:37.120327] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=62.31%)
[2025-12-18T20:20:37.120620] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-18T20:20:37.120747] [INFO ] [sig       ] DNP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:37.260888] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DNP.txt
[2025-12-18T20:20:37.261030] [INFO ] [sig       ] [971/3568] Completed DNP in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-18T20:20:37.261069] [INFO ] [sig       ] [972/3568] Forecasting DNTH...
[2025-12-18T20:20:37.261099] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-18T20:20:37.261128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-18T20:20:37.272688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-18T20:20:37.272986] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-18T20:20:37.273780] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-18T20:20:37.273837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:37.273870] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:37.273898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:37.273953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:37.330514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:37.331199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:37.331278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:37.331313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:37.451444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:37.451609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:37.451653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:37.451682] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:37.454990] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-18T20:20:37.455259] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-18T20:20:37.455381] [INFO ] [sig       ] DNTH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:37.593165] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DNTH.txt
[2025-12-18T20:20:37.593294] [INFO ] [sig       ] [972/3568] Completed DNTH in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-18T20:20:37.593335] [INFO ] [sig       ] [973/3568] Forecasting DOCN...
[2025-12-18T20:20:37.593364] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-18T20:20:37.593395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-18T20:20:37.604903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-18T20:20:37.605236] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-18T20:20:37.606073] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-18T20:20:37.606126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:37.606171] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:37.606201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:37.606258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:37.663182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:37.663924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:37.664022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:37.664053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:37.785505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:37.785714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:37.785769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:37.785800] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:37.789340] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=24.47%)
[2025-12-18T20:20:37.789666] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-18T20:20:37.789810] [INFO ] [sig       ] DOCN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:37.926584] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DOCN.txt
[2025-12-18T20:20:37.926727] [INFO ] [sig       ] [973/3568] Completed DOCN in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:37.926768] [INFO ] [sig       ] [974/3568] Forecasting DOCS...
[2025-12-18T20:20:37.926797] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-18T20:20:37.926827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-18T20:20:37.942209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-18T20:20:37.942691] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-18T20:20:37.943740] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-18T20:20:37.943804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:37.943846] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:37.943882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:37.943979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:38.014090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:38.014969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:38.015075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:38.015109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:38.136564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:38.136737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:38.136778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:38.136806] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:38.140150] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-12-18T20:20:38.140437] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-18T20:20:38.140587] [INFO ] [sig       ] DOCS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:38.281978] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DOCS.txt
[2025-12-18T20:20:38.282112] [INFO ] [sig       ] [974/3568] Completed DOCS in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:38.282150] [INFO ] [sig       ] [975/3568] Forecasting DOGZ...
[2025-12-18T20:20:38.282180] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-18T20:20:38.282209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-18T20:20:38.293273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-18T20:20:38.293613] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-18T20:20:38.294394] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-18T20:20:38.294446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:38.294478] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:38.294507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:38.294563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:38.351953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:38.352738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:38.352849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:38.352883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:38.477452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:38.477631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:38.477678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:38.477708] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:38.481170] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-12-18T20:20:38.481459] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-18T20:20:38.481607] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:38.622551] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DOGZ.txt
[2025-12-18T20:20:38.622726] [INFO ] [sig       ] [975/3568] Completed DOGZ in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:38.622766] [INFO ] [sig       ] [976/3568] Forecasting DOLE...
[2025-12-18T20:20:38.622798] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-18T20:20:38.622829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-18T20:20:38.634873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-18T20:20:38.635251] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-18T20:20:38.636161] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-18T20:20:38.636213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:38.636246] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:38.636273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:38.636331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:38.694377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:38.695201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:38.695284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:38.695318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:38.822639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:38.822794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:38.822837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:38.822866] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:38.826381] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-18T20:20:38.826675] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-18T20:20:38.826801] [INFO ] [sig       ] DOLE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:38.968131] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DOLE.txt
[2025-12-18T20:20:38.968279] [INFO ] [sig       ] [976/3568] Completed DOLE in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:38.968323] [INFO ] [sig       ] [977/3568] Forecasting DOMO...
[2025-12-18T20:20:38.968354] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-18T20:20:38.968383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-18T20:20:38.980692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-18T20:20:38.981119] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-18T20:20:38.982070] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-18T20:20:38.982130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:38.982164] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:38.982191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:38.982249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:39.041326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:39.042214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:39.042303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:39.042338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:39.160463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:39.160635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:39.160679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:39.160709] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:39.164085] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-18T20:20:39.164378] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-18T20:20:39.164510] [INFO ] [sig       ] DOMO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:39.303860] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DOMO.txt
[2025-12-18T20:20:39.303993] [INFO ] [sig       ] [977/3568] Completed DOMO in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:39.304031] [INFO ] [sig       ] [978/3568] Forecasting DORM...
[2025-12-18T20:20:39.304060] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-18T20:20:39.304089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-18T20:20:39.315837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-18T20:20:39.316110] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-18T20:20:39.316878] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-18T20:20:39.316929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:39.316961] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:39.316987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:39.317043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:39.373489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:39.374321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:39.374404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:39.374438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:39.495911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:39.496058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:39.496099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:39.496129] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:39.499615] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2025-12-18T20:20:39.499882] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-18T20:20:39.500019] [INFO ] [sig       ] DORM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:39.638229] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DORM.txt
[2025-12-18T20:20:39.638382] [INFO ] [sig       ] [978/3568] Completed DORM in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:39.638422] [INFO ] [sig       ] [979/3568] Forecasting DOUG...
[2025-12-18T20:20:39.638451] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-18T20:20:39.638481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-18T20:20:39.650160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-18T20:20:39.650489] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-18T20:20:39.651271] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-18T20:20:39.651323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:39.651356] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:39.651382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:39.651442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:39.707896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:39.708538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:39.708632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:39.708666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:39.831068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:39.831342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:39.831397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:39.831427] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:39.834835] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-18T20:20:39.835113] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-18T20:20:39.835238] [INFO ] [sig       ] DOUG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:39.978820] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DOUG.txt
[2025-12-18T20:20:39.978962] [INFO ] [sig       ] [979/3568] Completed DOUG in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:39.979000] [INFO ] [sig       ] [980/3568] Forecasting DOX...
[2025-12-18T20:20:39.979058] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-18T20:20:39.979091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-18T20:20:39.991122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-18T20:20:39.991521] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-18T20:20:39.992382] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-18T20:20:39.992436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:39.992469] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:39.992496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:39.992553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:40.049361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:40.050285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:40.050371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:40.050406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:40.172804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:40.172958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:40.173001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:40.173046] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:40.176397] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-18T20:20:40.176733] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-18T20:20:40.176861] [INFO ] [sig       ] DOX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:40.335037] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DOX.txt
[2025-12-18T20:20:40.335204] [INFO ] [sig       ] [980/3568] Completed DOX in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:40.335247] [INFO ] [sig       ] [981/3568] Forecasting DPG...
[2025-12-18T20:20:40.335278] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-18T20:20:40.335310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-18T20:20:40.349283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-18T20:20:40.349746] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-18T20:20:40.350739] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-18T20:20:40.350801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:40.350841] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:40.350878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:40.350955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:40.412408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:40.413333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:40.413421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:40.413455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:40.540616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:40.540968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:40.541010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:40.541038] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:40.544649] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=22.21%)
[2025-12-18T20:20:40.544978] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-18T20:20:40.545116] [INFO ] [sig       ] DPG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:40.695377] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DPG.txt
[2025-12-18T20:20:40.695544] [INFO ] [sig       ] [981/3568] Completed DPG in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:40.695616] [INFO ] [sig       ] [982/3568] Forecasting DPRO...
[2025-12-18T20:20:40.695665] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-18T20:20:40.695702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-18T20:20:40.707176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-18T20:20:40.707498] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-18T20:20:40.708272] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-18T20:20:40.708323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:40.708381] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:40.708410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:40.708467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:40.763851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:40.764683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:40.764782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:40.764816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:40.878944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:40.879120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:40.879162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:40.879190] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:40.882497] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=62.58%)
[2025-12-18T20:20:40.882781] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-18T20:20:40.882903] [INFO ] [sig       ] DPRO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:41.038231] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DPRO.txt
[2025-12-18T20:20:41.038427] [INFO ] [sig       ] [982/3568] Completed DPRO in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-18T20:20:41.038486] [INFO ] [sig       ] [983/3568] Forecasting DPZ...
[2025-12-18T20:20:41.038517] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-18T20:20:41.038549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-18T20:20:41.051327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-18T20:20:41.051767] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-18T20:20:41.052712] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-18T20:20:41.052767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:41.052800] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:41.052826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:41.052897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:41.114912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:41.115824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:41.115908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:41.115941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:41.235690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:41.235848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:41.235891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:41.235920] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:41.239395] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2025-12-18T20:20:41.239727] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-18T20:20:41.239865] [INFO ] [sig       ] DPZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:41.383354] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DPZ.txt
[2025-12-18T20:20:41.383505] [INFO ] [sig       ] [983/3568] Completed DPZ in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-18T20:20:41.383545] [INFO ] [sig       ] [984/3568] Forecasting DQ...
[2025-12-18T20:20:41.383595] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-18T20:20:41.383628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-18T20:20:41.395817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-18T20:20:41.396214] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-18T20:20:41.397018] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-18T20:20:41.397069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:41.397103] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:41.397142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:41.397201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:41.458308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:41.459198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:41.459282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:41.459315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:41.582066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:41.582227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:41.582273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:41.582302] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:41.585989] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=35.67%)
[2025-12-18T20:20:41.586283] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-18T20:20:41.586422] [INFO ] [sig       ] DQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:41.730568] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DQ.txt
[2025-12-18T20:20:41.730742] [INFO ] [sig       ] [984/3568] Completed DQ in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-18T20:20:41.730781] [INFO ] [sig       ] [985/3568] Forecasting DRD...
[2025-12-18T20:20:41.730812] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-18T20:20:41.730842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-18T20:20:41.743489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-18T20:20:41.743874] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-18T20:20:41.744669] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-18T20:20:41.744721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:41.744754] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:41.744781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:41.744838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:41.803003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:41.803820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:41.803906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:41.803941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:41.927129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:41.927298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:41.927348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:41.927379] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:41.930960] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=87.46%)
[2025-12-18T20:20:41.931252] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-18T20:20:41.931384] [INFO ] [sig       ] DRD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:42.073521] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DRD.txt
[2025-12-18T20:20:42.073694] [INFO ] [sig       ] [985/3568] Completed DRD in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-18T20:20:42.073735] [INFO ] [sig       ] [986/3568] Forecasting DRH...
[2025-12-18T20:20:42.073768] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-18T20:20:42.073798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-18T20:20:42.085483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-18T20:20:42.085932] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-18T20:20:42.086846] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-18T20:20:42.086901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:42.086935] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:42.086963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:42.087020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:42.146295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:42.147197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:42.147281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:42.147315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:42.270263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:42.270416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:42.270457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:42.270485] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:42.273834] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-18T20:20:42.274144] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-18T20:20:42.274282] [INFO ] [sig       ] DRH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:42.414510] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DRH.txt
[2025-12-18T20:20:42.414666] [INFO ] [sig       ] [986/3568] Completed DRH in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-18T20:20:42.414706] [INFO ] [sig       ] [987/3568] Forecasting DRI...
[2025-12-18T20:20:42.414735] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-18T20:20:42.414764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-18T20:20:42.427415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-18T20:20:42.427968] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-18T20:20:42.428943] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-18T20:20:42.428993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:42.429045] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:42.429073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:42.429130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:42.485982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:42.486820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:42.486903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:42.486934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:42.613995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:42.614150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:42.614192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:42.614220] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:42.617505] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=47.20%)
[2025-12-18T20:20:42.617789] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-18T20:20:42.617912] [INFO ] [sig       ] DRI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:42.753496] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DRI.txt
[2025-12-18T20:20:42.753628] [INFO ] [sig       ] [987/3568] Completed DRI in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-18T20:20:42.753669] [INFO ] [sig       ] [988/3568] Forecasting DRIO...
[2025-12-18T20:20:42.753698] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-18T20:20:42.753728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-18T20:20:42.765164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-18T20:20:42.765413] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-18T20:20:42.766193] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-18T20:20:42.766244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:42.766274] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:42.766301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:42.766356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:42.821559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:42.822152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:42.822228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:42.822260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:42.934461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:42.934595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:42.934634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:42.934662] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:42.937799] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-12-18T20:20:42.938057] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-18T20:20:42.938175] [INFO ] [sig       ] DRIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:43.074481] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DRIO.txt
[2025-12-18T20:20:43.074610] [INFO ] [sig       ] [988/3568] Completed DRIO in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-18T20:20:43.074650] [INFO ] [sig       ] [989/3568] Forecasting DRLL...
[2025-12-18T20:20:43.074679] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-18T20:20:43.074707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-18T20:20:43.086020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-18T20:20:43.086273] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-18T20:20:43.087033] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-18T20:20:43.087084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:43.087116] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:43.087143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:43.087200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:43.143150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:43.143936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:43.144013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:43.144044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:43.264206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:43.264354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:43.264393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:43.264421] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:43.268184] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-12-18T20:20:43.268450] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-18T20:20:43.268568] [INFO ] [sig       ] DRLL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:43.406357] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DRLL.txt
[2025-12-18T20:20:43.406478] [INFO ] [sig       ] [989/3568] Completed DRLL in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-18T20:20:43.406516] [INFO ] [sig       ] [990/3568] Forecasting DRMA...
[2025-12-18T20:20:43.406546] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-18T20:20:43.406591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-18T20:20:43.417811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-18T20:20:43.418056] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-18T20:20:43.418995] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-18T20:20:43.419064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:43.419096] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:43.419123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:43.419179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:43.474442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:43.475052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:43.475128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:43.475159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:43.587018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:43.587170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:43.587211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:43.587239] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:43.590519] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-12-18T20:20:43.590808] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-18T20:20:43.590931] [INFO ] [sig       ] DRMA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:43.728209] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DRMA.txt
[2025-12-18T20:20:43.728359] [INFO ] [sig       ] [990/3568] Completed DRMA in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-18T20:20:43.728399] [INFO ] [sig       ] [991/3568] Forecasting DRS...
[2025-12-18T20:20:43.728429] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-18T20:20:43.728458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-18T20:20:43.739724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-18T20:20:43.740053] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-18T20:20:43.740830] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-18T20:20:43.740881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:43.740912] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:43.740939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:43.740995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:43.796178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:43.797009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:43.797090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:43.797122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:43.912632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:43.912786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:43.912827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:43.912855] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:43.916164] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-18T20:20:43.916446] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-18T20:20:43.916569] [INFO ] [sig       ] DRS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:44.054196] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DRS.txt
[2025-12-18T20:20:44.054337] [INFO ] [sig       ] [991/3568] Completed DRS in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-18T20:20:44.054374] [INFO ] [sig       ] [992/3568] Forecasting DRTS...
[2025-12-18T20:20:44.054404] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-18T20:20:44.054433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-18T20:20:44.065196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-18T20:20:44.065509] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-18T20:20:44.066275] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-18T20:20:44.066326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:44.066357] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:44.066384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:44.066439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:44.121945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:44.122791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:44.122902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:44.122935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:44.239330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:44.239482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:44.239522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:44.239551] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:44.243030] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=14.11%)
[2025-12-18T20:20:44.243298] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-18T20:20:44.243421] [INFO ] [sig       ] DRTS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:44.385862] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DRTS.txt
[2025-12-18T20:20:44.386029] [INFO ] [sig       ] [992/3568] Completed DRTS in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-18T20:20:44.386068] [INFO ] [sig       ] [993/3568] Forecasting DRUG...
[2025-12-18T20:20:44.386100] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-18T20:20:44.386130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-18T20:20:44.398009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-18T20:20:44.398334] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-18T20:20:44.399155] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-18T20:20:44.399207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:44.399238] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:44.399263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:44.399318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:44.458931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:44.459817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:44.459899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:44.459931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:44.585389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:44.585598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:44.585645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:44.585677] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:44.589134] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=43.76%)
[2025-12-18T20:20:44.589426] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-18T20:20:44.589553] [INFO ] [sig       ] DRUG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:44.730014] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DRUG.txt
[2025-12-18T20:20:44.730176] [INFO ] [sig       ] [993/3568] Completed DRUG in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-18T20:20:44.730219] [INFO ] [sig       ] [994/3568] Forecasting DRVN...
[2025-12-18T20:20:44.730250] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-18T20:20:44.730281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-18T20:20:44.744664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-18T20:20:44.745063] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-18T20:20:44.745876] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-18T20:20:44.745929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:44.745960] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:44.745986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:44.746042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:44.801868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:44.802738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:44.802824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:44.802855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:44.918216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:44.918377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:44.918420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:44.918448] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:44.921851] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-12-18T20:20:44.922156] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-18T20:20:44.922285] [INFO ] [sig       ] DRVN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:45.061120] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DRVN.txt
[2025-12-18T20:20:45.061285] [INFO ] [sig       ] [994/3568] Completed DRVN in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-18T20:20:45.061325] [INFO ] [sig       ] [995/3568] Forecasting DSGN...
[2025-12-18T20:20:45.061354] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-18T20:20:45.061383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-18T20:20:45.087694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-18T20:20:45.088070] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-18T20:20:45.088916] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-18T20:20:45.088970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:45.089003] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:45.089057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:45.089119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:45.147565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:45.148426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:45.148512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:45.148545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:45.267359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:45.267507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:45.267548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:45.267595] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:45.270873] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=57.67%)
[2025-12-18T20:20:45.271139] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-18T20:20:45.271258] [INFO ] [sig       ] DSGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:45.408908] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DSGN.txt
[2025-12-18T20:20:45.409134] [INFO ] [sig       ] [995/3568] Completed DSGN in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-18T20:20:45.409188] [INFO ] [sig       ] [996/3568] Forecasting DSGX...
[2025-12-18T20:20:45.409225] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-18T20:20:45.409254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-18T20:20:45.421447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-18T20:20:45.421766] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-18T20:20:45.422519] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-18T20:20:45.422587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:45.422622] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:45.422649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:45.422705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:45.484106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:45.485065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:45.485146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:45.485180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:45.604267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:45.604415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:45.604455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:45.604484] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:45.608145] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=33.94%)
[2025-12-18T20:20:45.608431] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-18T20:20:45.608556] [INFO ] [sig       ] DSGX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:45.744879] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DSGX.txt
[2025-12-18T20:20:45.745009] [INFO ] [sig       ] [996/3568] Completed DSGX in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-18T20:20:45.745047] [INFO ] [sig       ] [997/3568] Forecasting DSL...
[2025-12-18T20:20:45.745076] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-18T20:20:45.745106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-18T20:20:45.756732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-18T20:20:45.757071] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-18T20:20:45.757845] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-18T20:20:45.757907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:45.757939] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:45.757965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:45.758022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:45.813226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:45.813943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:45.814021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:45.814053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:45.935188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:45.935339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:45.935379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:45.935408] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:45.938705] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-18T20:20:45.938978] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-18T20:20:45.939114] [INFO ] [sig       ] DSL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:46.089291] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DSL.txt
[2025-12-18T20:20:46.089457] [INFO ] [sig       ] [997/3568] Completed DSL in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-18T20:20:46.089499] [INFO ] [sig       ] [998/3568] Forecasting DSM...
[2025-12-18T20:20:46.089528] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-18T20:20:46.089556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-18T20:20:46.100522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-18T20:20:46.100884] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-18T20:20:46.101661] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-18T20:20:46.101712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:46.101743] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:46.101770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:46.101827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:46.167547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:46.168397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:46.168482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:46.168515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:46.306240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:46.306418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:46.306463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:46.306492] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:46.310413] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-12-18T20:20:46.310819] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-18T20:20:46.310975] [INFO ] [sig       ] DSM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:46.460283] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DSM.txt
[2025-12-18T20:20:46.460435] [INFO ] [sig       ] [998/3568] Completed DSM in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-18T20:20:46.460473] [INFO ] [sig       ] [999/3568] Forecasting DSP...
[2025-12-18T20:20:46.460503] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-18T20:20:46.460533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-18T20:20:46.472004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-18T20:20:46.472282] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-18T20:20:46.473050] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-18T20:20:46.473102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:46.473160] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:46.473188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:46.473244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:46.528595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:46.529230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:46.529305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:46.529337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:46.651966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:46.652118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:46.652160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:46.652188] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:46.655488] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-18T20:20:46.655783] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-18T20:20:46.655907] [INFO ] [sig       ] DSP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:46.791488] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DSP.txt
[2025-12-18T20:20:46.791666] [INFO ] [sig       ] [999/3568] Completed DSP in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-18T20:20:46.791709] [INFO ] [sig       ] [1000/3568] Forecasting DSX...
[2025-12-18T20:20:46.791738] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-18T20:20:46.791767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-18T20:20:46.802980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-18T20:20:46.803281] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-18T20:20:46.804052] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-18T20:20:46.804103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:46.804134] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:46.804159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:46.804215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:46.859521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:46.860378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:46.860457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:46.860489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:46.978399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:46.978557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:46.978615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:46.978645] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:46.982038] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-12-18T20:20:46.982307] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-18T20:20:46.982429] [INFO ] [sig       ] DSX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:47.122903] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DSX.txt
[2025-12-18T20:20:47.123058] [INFO ] [sig       ] [1000/3568] Completed DSX in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-18T20:20:47.123110] [INFO ] [sig       ] [1001/3568] Forecasting DTB...
[2025-12-18T20:20:47.123142] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-18T20:20:47.123172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-18T20:20:47.134276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-18T20:20:47.134666] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-18T20:20:47.135430] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-18T20:20:47.135480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:47.135511] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:47.135537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:47.135615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:47.193627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:47.194547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:47.194673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:47.194721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:47.309997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:47.310153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:47.310194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:47.310221] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:47.313486] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-18T20:20:47.313781] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-18T20:20:47.313906] [INFO ] [sig       ] DTB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:47.450177] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DTB.txt
[2025-12-18T20:20:47.450327] [INFO ] [sig       ] [1001/3568] Completed DTB in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-18T20:20:47.450367] [INFO ] [sig       ] [1002/3568] Forecasting DTE...
[2025-12-18T20:20:47.450397] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-18T20:20:47.450428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-18T20:20:47.464256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-18T20:20:47.464614] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-18T20:20:47.465388] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-18T20:20:47.465441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:47.465473] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:47.465501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:47.465557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:47.522491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:47.523365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:47.523451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:47.523484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:47.638618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:47.638778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:47.638820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:47.638850] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:47.642352] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-12-18T20:20:47.642670] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-18T20:20:47.642845] [INFO ] [sig       ] DTE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:47.787445] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DTE.txt
[2025-12-18T20:20:47.787626] [INFO ] [sig       ] [1002/3568] Completed DTE in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-18T20:20:47.787670] [INFO ] [sig       ] [1003/3568] Forecasting DTG...
[2025-12-18T20:20:47.787700] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-18T20:20:47.787731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-18T20:20:47.799677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-18T20:20:47.800042] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-18T20:20:47.800845] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-18T20:20:47.800897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:47.800930] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:47.800957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:47.801015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:47.862377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:47.863347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:47.863439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:47.863474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:47.987057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:47.987218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:47.987260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:47.987289] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:47.990843] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-12-18T20:20:47.991149] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-18T20:20:47.991286] [INFO ] [sig       ] DTG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:48.130801] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DTG.txt
[2025-12-18T20:20:48.130963] [INFO ] [sig       ] [1003/3568] Completed DTG in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-18T20:20:48.131003] [INFO ] [sig       ] [1004/3568] Forecasting DTIL...
[2025-12-18T20:20:48.131032] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-18T20:20:48.131062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-18T20:20:48.143098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-18T20:20:48.143480] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-18T20:20:48.144288] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-18T20:20:48.144341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:48.144373] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:48.144399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:48.144455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:48.205349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:48.206313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:48.206399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:48.206433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:48.338658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:48.338813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:48.338857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:48.338923] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:48.342329] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-18T20:20:48.342628] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-18T20:20:48.342762] [INFO ] [sig       ] DTIL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:48.495374] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DTIL.txt
[2025-12-18T20:20:48.495539] [INFO ] [sig       ] [1004/3568] Completed DTIL in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-18T20:20:48.495609] [INFO ] [sig       ] [1005/3568] Forecasting DTM...
[2025-12-18T20:20:48.495643] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-18T20:20:48.495673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-18T20:20:48.507534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-18T20:20:48.507942] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-18T20:20:48.508729] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-18T20:20:48.508782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:48.508813] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:48.508839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:48.508894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:48.566223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:48.567200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:48.567286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:48.567320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:48.697248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:48.697406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:48.697447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:48.697475] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:48.701047] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-12-18T20:20:48.701338] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-18T20:20:48.701471] [INFO ] [sig       ] DTM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:48.848526] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DTM.txt
[2025-12-18T20:20:48.848690] [INFO ] [sig       ] [1005/3568] Completed DTM in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-18T20:20:48.848731] [INFO ] [sig       ] [1006/3568] Forecasting DUK...
[2025-12-18T20:20:48.848760] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-18T20:20:48.848789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-18T20:20:48.860697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-18T20:20:48.860983] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-18T20:20:48.861756] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-18T20:20:48.861809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:48.861840] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:48.861866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:48.861922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:48.918018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:48.918751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:48.918846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:48.918879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:49.040088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:49.040265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:49.040308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:49.040337] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:49.043857] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-18T20:20:49.044134] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-18T20:20:49.044263] [INFO ] [sig       ] DUK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:49.183347] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DUK.txt
[2025-12-18T20:20:49.183482] [INFO ] [sig       ] [1006/3568] Completed DUK in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-18T20:20:49.183521] [INFO ] [sig       ] [1007/3568] Forecasting DUKB...
[2025-12-18T20:20:49.183550] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-18T20:20:49.183595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-18T20:20:49.194890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-18T20:20:49.195160] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-18T20:20:49.195932] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-18T20:20:49.195983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:49.196014] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:49.196040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:49.196096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:49.252104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:49.252763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:49.252841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:49.252873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:49.372155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:49.372295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:49.372336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:49.372363] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:49.375654] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2025-12-18T20:20:49.375923] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-18T20:20:49.376042] [INFO ] [sig       ] DUKB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:49.512952] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DUKB.txt
[2025-12-18T20:20:49.513071] [INFO ] [sig       ] [1007/3568] Completed DUKB in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-18T20:20:49.513109] [INFO ] [sig       ] [1008/3568] Forecasting DUOL...
[2025-12-18T20:20:49.513139] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-18T20:20:49.513167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-18T20:20:49.524712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-18T20:20:49.524996] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-18T20:20:49.525786] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-18T20:20:49.525838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:49.525870] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:49.525908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:49.525965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:49.581841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:49.582445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:49.582522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:49.582555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:49.701479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:49.701630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:49.701670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:49.701698] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:49.704900] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-18T20:20:49.705161] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-18T20:20:49.705284] [INFO ] [sig       ] DUOL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:49.844941] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DUOL.txt
[2025-12-18T20:20:49.845075] [INFO ] [sig       ] [1008/3568] Completed DUOL in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-18T20:20:49.845115] [INFO ] [sig       ] [1009/3568] Forecasting DVA...
[2025-12-18T20:20:49.845143] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-18T20:20:49.845172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-18T20:20:49.856739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-18T20:20:49.857020] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-18T20:20:49.857808] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-18T20:20:49.857859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:49.857891] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:49.857918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:49.857975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:49.913905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:49.914508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:49.914629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:49.914664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:50.033490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:50.033656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:50.033698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:50.033727] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:50.036993] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-18T20:20:50.037262] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-18T20:20:50.037383] [INFO ] [sig       ] DVA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:50.175809] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DVA.txt
[2025-12-18T20:20:50.175957] [INFO ] [sig       ] [1009/3568] Completed DVA in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-18T20:20:50.175998] [INFO ] [sig       ] [1010/3568] Forecasting DVAX...
[2025-12-18T20:20:50.176027] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-18T20:20:50.176055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-18T20:20:50.188276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-18T20:20:50.188673] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-18T20:20:50.189689] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-18T20:20:50.189740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:50.189775] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:50.189802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:50.189857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:50.247715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:50.248596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:50.248680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:50.248712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:50.373131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:50.373289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:50.373346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:50.373387] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:50.377000] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-18T20:20:50.377280] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-18T20:20:50.377407] [INFO ] [sig       ] DVAX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:50.517259] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DVAX.txt
[2025-12-18T20:20:50.517374] [INFO ] [sig       ] [1010/3568] Completed DVAX in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-18T20:20:50.517412] [INFO ] [sig       ] [1011/3568] Forecasting DVN...
[2025-12-18T20:20:50.517440] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-18T20:20:50.517469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-18T20:20:50.528742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-18T20:20:50.529274] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-18T20:20:50.530051] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-18T20:20:50.530101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:50.530133] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:50.530160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:50.530215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:50.588232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:50.588978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:50.589078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:50.589113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:50.710533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:50.710697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:50.710739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:50.710768] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:50.714105] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-18T20:20:50.714375] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-18T20:20:50.714499] [INFO ] [sig       ] DVN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:50.855543] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DVN.txt
[2025-12-18T20:20:50.855695] [INFO ] [sig       ] [1011/3568] Completed DVN in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-18T20:20:50.855736] [INFO ] [sig       ] [1012/3568] Forecasting DWAS...
[2025-12-18T20:20:50.855766] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-18T20:20:50.855804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-18T20:20:50.866865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-18T20:20:50.867166] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-18T20:20:50.867931] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-18T20:20:50.867981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:50.868013] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:50.868039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:50.868095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:50.923212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:50.923860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:50.923936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:50.923968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:51.041178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:51.041329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:51.041369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:51.041396] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:51.044717] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=67.94%)
[2025-12-18T20:20:51.044986] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-18T20:20:51.045106] [INFO ] [sig       ] DWAS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:51.181251] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DWAS.txt
[2025-12-18T20:20:51.181404] [INFO ] [sig       ] [1012/3568] Completed DWAS in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-18T20:20:51.181446] [INFO ] [sig       ] [1013/3568] Forecasting DWSH...
[2025-12-18T20:20:51.181476] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-18T20:20:51.181505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-18T20:20:51.191666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-18T20:20:51.191969] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-18T20:20:51.192752] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-18T20:20:51.192803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:51.192834] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:51.192861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:51.192917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:51.247869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:51.248459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:51.248536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:51.248567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:51.354951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:51.355098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:51.355138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:51.355166] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:51.358402] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=68.54%)
[2025-12-18T20:20:51.358689] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-18T20:20:51.358816] [INFO ] [sig       ] DWSH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:51.495179] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DWSH.txt
[2025-12-18T20:20:51.495334] [INFO ] [sig       ] [1013/3568] Completed DWSH in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-18T20:20:51.495375] [INFO ] [sig       ] [1014/3568] Forecasting DX...
[2025-12-18T20:20:51.495404] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-18T20:20:51.495433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-18T20:20:51.506725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-18T20:20:51.507028] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-18T20:20:51.507797] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-18T20:20:51.507847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:51.507879] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:51.507906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:51.507969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:51.562889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:51.563520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:51.563616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:51.563650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:51.682049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:51.682196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:51.682236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:51.682264] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:51.685603] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-18T20:20:51.685886] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-18T20:20:51.686010] [INFO ] [sig       ] DX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:51.822755] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DX.txt
[2025-12-18T20:20:51.822887] [INFO ] [sig       ] [1014/3568] Completed DX in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-18T20:20:51.822926] [INFO ] [sig       ] [1015/3568] Forecasting DXC...
[2025-12-18T20:20:51.822956] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-18T20:20:51.822986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-18T20:20:51.835070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-18T20:20:51.835367] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-18T20:20:51.836131] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-18T20:20:51.836181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:51.836212] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:51.836239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:51.836294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:51.891839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:51.892461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:51.892537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:51.892569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:52.011489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:52.011664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:52.011714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:52.011744] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:52.015057] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-18T20:20:52.015328] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-18T20:20:52.015450] [INFO ] [sig       ] DXC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:52.151437] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DXC.txt
[2025-12-18T20:20:52.151558] [INFO ] [sig       ] [1015/3568] Completed DXC in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-18T20:20:52.151614] [INFO ] [sig       ] [1016/3568] Forecasting DXCM...
[2025-12-18T20:20:52.151644] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-18T20:20:52.151674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-18T20:20:52.162726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-18T20:20:52.163017] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-18T20:20:52.163799] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-18T20:20:52.163852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:52.163907] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:52.163935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:52.163992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:52.218916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:52.219563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:52.219658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:52.219690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:52.337534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:52.337706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:52.337749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:52.337777] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:52.341070] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=23.78%)
[2025-12-18T20:20:52.341337] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-18T20:20:52.341458] [INFO ] [sig       ] DXCM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:52.479784] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DXCM.txt
[2025-12-18T20:20:52.479914] [INFO ] [sig       ] [1016/3568] Completed DXCM in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-18T20:20:52.479952] [INFO ] [sig       ] [1017/3568] Forecasting DXPE...
[2025-12-18T20:20:52.479981] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-18T20:20:52.480010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-18T20:20:52.491898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-18T20:20:52.492198] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-18T20:20:52.492961] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-18T20:20:52.493011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:52.493043] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:52.493069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:52.493125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:52.549308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:52.550111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:52.550193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:52.550224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:52.671682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:52.671837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:52.671878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:52.671906] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:52.675652] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-18T20:20:52.676134] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-18T20:20:52.676264] [INFO ] [sig       ] DXPE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:52.817610] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DXPE.txt
[2025-12-18T20:20:52.817747] [INFO ] [sig       ] [1017/3568] Completed DXPE in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-18T20:20:52.817788] [INFO ] [sig       ] [1018/3568] Forecasting DY...
[2025-12-18T20:20:52.817816] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-18T20:20:52.817845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-18T20:20:52.830013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-18T20:20:52.830342] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-18T20:20:52.831115] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-18T20:20:52.831165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:52.831198] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:52.831224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:52.831280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:52.888860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:52.889885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:52.889968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:52.890000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:53.011610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:53.011763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:53.011805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:53.011835] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:53.015372] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-12-18T20:20:53.015685] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-18T20:20:53.015817] [INFO ] [sig       ] DY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:53.158035] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/DY.txt
[2025-12-18T20:20:53.158179] [INFO ] [sig       ] [1018/3568] Completed DY in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-18T20:20:53.158219] [INFO ] [sig       ] [1019/3568] Forecasting DYN...
[2025-12-18T20:20:53.158250] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-18T20:20:53.158283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-18T20:20:53.170273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-18T20:20:53.170622] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-18T20:20:53.171373] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-18T20:20:53.171423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:53.171453] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:53.171480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:53.171540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:53.230306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:53.231110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:53.231198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:53.231231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:53.354136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:53.354289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:53.354329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:53.354389] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:53.357718] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=94.71%)
[2025-12-18T20:20:53.357997] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-18T20:20:53.358123] [INFO ] [sig       ] DYN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:53.494338] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/DYN.txt
[2025-12-18T20:20:53.494471] [INFO ] [sig       ] [1019/3568] Completed DYN in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-18T20:20:53.494509] [INFO ] [sig       ] [1020/3568] Forecasting E...
[2025-12-18T20:20:53.494539] [INFO ] [sig       ] Generating forecast for: E
[2025-12-18T20:20:53.494568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-18T20:20:53.505910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-18T20:20:53.506225] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-18T20:20:53.506991] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-18T20:20:53.507042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:53.507072] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:53.507098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:53.507154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:53.561884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:53.562495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:53.562589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:53.562624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:53.683376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:53.683529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:53.683589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:53.683621] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:53.686996] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=80.99%)
[2025-12-18T20:20:53.687276] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-18T20:20:53.687411] [INFO ] [sig       ] E: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:53.827647] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/E.txt
[2025-12-18T20:20:53.827775] [INFO ] [sig       ] [1020/3568] Completed E in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-18T20:20:53.827813] [INFO ] [sig       ] [1021/3568] Forecasting EA...
[2025-12-18T20:20:53.827841] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-18T20:20:53.827870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-18T20:20:53.839302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-18T20:20:53.839629] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-18T20:20:53.840405] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-18T20:20:53.840457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:53.840500] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:53.840528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:53.840611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:53.897687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:53.898383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:53.898463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:53.898497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:54.022200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:54.022349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:54.022392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:54.022422] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:54.025731] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2025-12-18T20:20:54.026005] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-18T20:20:54.026128] [INFO ] [sig       ] EA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:54.183666] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EA.txt
[2025-12-18T20:20:54.183818] [INFO ] [sig       ] [1021/3568] Completed EA in 0.4s | 2.92 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-18T20:20:54.183857] [INFO ] [sig       ] [1022/3568] Forecasting EAF...
[2025-12-18T20:20:54.183888] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-18T20:20:54.183917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-18T20:20:54.196207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-18T20:20:54.196628] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-18T20:20:54.197427] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-18T20:20:54.197479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:54.197510] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:54.197536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:54.197610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:54.252950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:54.253819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:54.253901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:54.253933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:54.385811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:54.385964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:54.386007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:54.386035] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:54.389449] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-18T20:20:54.389771] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-18T20:20:54.389903] [INFO ] [sig       ] EAF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:54.531551] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EAF.txt
[2025-12-18T20:20:54.531719] [INFO ] [sig       ] [1022/3568] Completed EAF in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-18T20:20:54.531758] [INFO ] [sig       ] [1023/3568] Forecasting EAI...
[2025-12-18T20:20:54.531788] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-18T20:20:54.531816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-18T20:20:54.542845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-18T20:20:54.543233] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-18T20:20:54.544010] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-18T20:20:54.544061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:54.544093] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:54.544120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:54.544176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:54.602907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:54.603756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:54.603835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:54.603867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:54.721531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:54.721705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:54.721748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:54.721777] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:54.725269] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-18T20:20:54.725661] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-18T20:20:54.725812] [INFO ] [sig       ] EAI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:54.869267] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EAI.txt
[2025-12-18T20:20:54.869411] [INFO ] [sig       ] [1023/3568] Completed EAI in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-18T20:20:54.869451] [INFO ] [sig       ] [1024/3568] Forecasting EARN...
[2025-12-18T20:20:54.869480] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-18T20:20:54.869509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-18T20:20:54.881116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-18T20:20:54.881485] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-18T20:20:54.882257] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-18T20:20:54.882308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:54.882339] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:54.882366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:54.882421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:54.938310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:54.939180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:54.939261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:54.939292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:55.060173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:55.060327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:55.060368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:55.060396] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:55.063709] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-12-18T20:20:55.063999] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-18T20:20:55.064122] [INFO ] [sig       ] EARN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:55.202587] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EARN.txt
[2025-12-18T20:20:55.202744] [INFO ] [sig       ] [1024/3568] Completed EARN in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-18T20:20:55.202790] [INFO ] [sig       ] [1025/3568] Forecasting EB...
[2025-12-18T20:20:55.202820] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-18T20:20:55.202849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-18T20:20:55.214673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-18T20:20:55.214941] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-18T20:20:55.215701] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-18T20:20:55.215751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:55.215782] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:55.215808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:55.215864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:55.272078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:55.272937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:55.273019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:55.273050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:55.395946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:55.396101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:55.396144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:55.396173] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:55.399527] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=27.63%)
[2025-12-18T20:20:55.399816] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-18T20:20:55.399943] [INFO ] [sig       ] EB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:55.536715] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EB.txt
[2025-12-18T20:20:55.536839] [INFO ] [sig       ] [1025/3568] Completed EB in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-18T20:20:55.536877] [INFO ] [sig       ] [1026/3568] Forecasting EBAY...
[2025-12-18T20:20:55.536907] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-18T20:20:55.536935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-18T20:20:55.548030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-18T20:20:55.548315] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-18T20:20:55.549098] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-18T20:20:55.549148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:55.549182] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:55.549218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:55.549286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:55.605708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:55.606532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:55.606666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:55.606701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:55.729561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:55.729733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:55.729774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:55.729805] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:55.733417] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-12-18T20:20:55.733729] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-18T20:20:55.733860] [INFO ] [sig       ] EBAY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:55.885637] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EBAY.txt
[2025-12-18T20:20:55.885790] [INFO ] [sig       ] [1026/3568] Completed EBAY in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-18T20:20:55.885832] [INFO ] [sig       ] [1027/3568] Forecasting EBC...
[2025-12-18T20:20:55.885863] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-18T20:20:55.885894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-18T20:20:55.897756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-18T20:20:55.898111] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-18T20:20:55.898918] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-18T20:20:55.898972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:55.899002] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:55.899048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:55.899107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:55.959292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:55.960132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:55.960214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:55.960246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:56.084962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:56.085126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:56.085168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:56.085197] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:56.088712] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=75.52%)
[2025-12-18T20:20:56.089074] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-18T20:20:56.089218] [INFO ] [sig       ] EBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:56.231711] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EBC.txt
[2025-12-18T20:20:56.231877] [INFO ] [sig       ] [1027/3568] Completed EBC in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-18T20:20:56.231919] [INFO ] [sig       ] [1028/3568] Forecasting EBF...
[2025-12-18T20:20:56.231954] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-18T20:20:56.231987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-18T20:20:56.245162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-18T20:20:56.245590] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-18T20:20:56.246412] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-18T20:20:56.246465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:56.246498] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:56.246526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:56.246603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:56.303807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:56.304684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:56.304768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:56.304800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:56.427814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:56.427962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:56.428003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:56.428048] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:56.431315] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-18T20:20:56.431625] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-18T20:20:56.431746] [INFO ] [sig       ] EBF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:56.568839] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EBF.txt
[2025-12-18T20:20:56.568951] [INFO ] [sig       ] [1028/3568] Completed EBF in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-18T20:20:56.568989] [INFO ] [sig       ] [1029/3568] Forecasting EBON...
[2025-12-18T20:20:56.569017] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-18T20:20:56.569067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-18T20:20:56.579282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-18T20:20:56.579625] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-18T20:20:56.580384] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-18T20:20:56.580436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:56.580469] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:56.580496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:56.580553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:56.637636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:56.638470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:56.638558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:56.638609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:56.736187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:56.736331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:56.736371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:56.736399] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:56.739694] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-12-18T20:20:56.739959] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-18T20:20:56.740079] [INFO ] [sig       ] EBON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:56.876766] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EBON.txt
[2025-12-18T20:20:56.876914] [INFO ] [sig       ] [1029/3568] Completed EBON in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-18T20:20:56.876953] [INFO ] [sig       ] [1030/3568] Forecasting EBS...
[2025-12-18T20:20:56.876983] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-18T20:20:56.877013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-18T20:20:56.888173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-18T20:20:56.888441] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-18T20:20:56.889212] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-18T20:20:56.889263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:56.889295] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:56.889321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:56.889380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:56.945344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:56.946010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:56.946086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:56.946156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:57.066145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:57.066300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:57.066339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:57.066368] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:57.069692] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-18T20:20:57.069987] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-18T20:20:57.070119] [INFO ] [sig       ] EBS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:57.209699] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EBS.txt
[2025-12-18T20:20:57.209867] [INFO ] [sig       ] [1030/3568] Completed EBS in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-18T20:20:57.209908] [INFO ] [sig       ] [1031/3568] Forecasting EC...
[2025-12-18T20:20:57.209941] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-18T20:20:57.209972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-18T20:20:57.224003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-18T20:20:57.224623] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-18T20:20:57.225410] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-18T20:20:57.225462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:57.225494] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:57.225522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:57.225599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:57.288707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:57.289845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:57.289945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:57.289993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:57.416071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:57.416227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:57.416274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:57.416302] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:57.419716] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-18T20:20:57.419988] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-18T20:20:57.420109] [INFO ] [sig       ] EC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:57.566325] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EC.txt
[2025-12-18T20:20:57.566467] [INFO ] [sig       ] [1031/3568] Completed EC in 0.4s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-18T20:20:57.566506] [INFO ] [sig       ] [1032/3568] Forecasting ECC...
[2025-12-18T20:20:57.566536] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-18T20:20:57.566565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-18T20:20:57.582625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-18T20:20:57.583141] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-18T20:20:57.584316] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-18T20:20:57.584382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:57.584428] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:57.584468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:57.584566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:57.652343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:57.653242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:57.653331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:57.653365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:57.773597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:57.773753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:57.773794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:57.773823] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:57.777162] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=46.38%)
[2025-12-18T20:20:57.777439] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-18T20:20:57.777565] [INFO ] [sig       ] ECC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:57.927156] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ECC.txt
[2025-12-18T20:20:57.927309] [INFO ] [sig       ] [1032/3568] Completed ECC in 0.4s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-18T20:20:57.927348] [INFO ] [sig       ] [1033/3568] Forecasting ECL...
[2025-12-18T20:20:57.927380] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-18T20:20:57.927410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-18T20:20:57.939171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-18T20:20:57.939549] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-18T20:20:57.940358] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-18T20:20:57.940411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:57.940472] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:57.940500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:57.940558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:57.996833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:57.997692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:57.997775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:57.997807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:58.114170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:58.114325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:58.114367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:58.114396] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:58.117688] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-18T20:20:58.117960] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-18T20:20:58.118085] [INFO ] [sig       ] ECL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:58.264135] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ECL.txt
[2025-12-18T20:20:58.264317] [INFO ] [sig       ] [1033/3568] Completed ECL in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-18T20:20:58.264359] [INFO ] [sig       ] [1034/3568] Forecasting ECPG...
[2025-12-18T20:20:58.264400] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-18T20:20:58.264440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-18T20:20:58.277062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-18T20:20:58.277499] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-18T20:20:58.278352] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-18T20:20:58.278422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:58.278455] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:58.278482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:58.278540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:58.340098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:58.341182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:58.341277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:58.341323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:58.458405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:58.458560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:58.458622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:58.458652] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:58.462021] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-12-18T20:20:58.462306] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-18T20:20:58.462435] [INFO ] [sig       ] ECPG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:20:58.603814] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ECPG.txt
[2025-12-18T20:20:58.603972] [INFO ] [sig       ] [1034/3568] Completed ECPG in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:20:58.604013] [INFO ] [sig       ] [1035/3568] Forecasting ECX...
[2025-12-18T20:20:58.604046] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-18T20:20:58.604076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-18T20:20:58.616486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-18T20:20:58.616875] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-18T20:20:58.617697] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-18T20:20:58.617752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:58.617785] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:58.617812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:58.617870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:58.674121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:58.674979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:58.675064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:58.675097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:58.797172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:58.797333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:58.797373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:58.797401] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:58.800731] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-18T20:20:58.801017] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-18T20:20:58.801146] [INFO ] [sig       ] ECX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:58.939261] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ECX.txt
[2025-12-18T20:20:58.939415] [INFO ] [sig       ] [1035/3568] Completed ECX in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:20:58.939456] [INFO ] [sig       ] [1036/3568] Forecasting ED...
[2025-12-18T20:20:58.939488] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-18T20:20:58.939521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-18T20:20:58.952024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-18T20:20:58.952422] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-18T20:20:58.953231] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-18T20:20:58.953283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:58.953315] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:58.953341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:58.953396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:59.009445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:59.010332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:59.010414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:59.010446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:59.130438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:59.130613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:59.130655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:59.130724] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:59.134253] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-18T20:20:59.134665] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-18T20:20:59.134809] [INFO ] [sig       ] ED: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:59.281783] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ED.txt
[2025-12-18T20:20:59.281942] [INFO ] [sig       ] [1036/3568] Completed ED in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:20:59.281985] [INFO ] [sig       ] [1037/3568] Forecasting EDAP...
[2025-12-18T20:20:59.282023] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-18T20:20:59.282066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-18T20:20:59.292718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-18T20:20:59.293002] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-18T20:20:59.293771] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-18T20:20:59.293823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:59.293854] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:59.293880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:59.293935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:59.348837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:59.349518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:59.349618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:59.349653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:59.463699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:59.463860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:59.463903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:59.463932] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:59.467247] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-12-18T20:20:59.467531] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-18T20:20:59.467680] [INFO ] [sig       ] EDAP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:59.603471] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EDAP.txt
[2025-12-18T20:20:59.603619] [INFO ] [sig       ] [1037/3568] Completed EDAP in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:20:59.603660] [INFO ] [sig       ] [1038/3568] Forecasting EDBL...
[2025-12-18T20:20:59.603689] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-18T20:20:59.603718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-18T20:20:59.614501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-18T20:20:59.614804] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-18T20:20:59.615763] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-18T20:20:59.615813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:59.615844] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:59.615869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:59.615924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:59.671080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:59.671678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:59.671753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:59.671784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:20:59.788854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:20:59.788976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:20:59.789015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:20:59.789063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:20:59.792202] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2025-12-18T20:20:59.792463] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-18T20:20:59.792599] [INFO ] [sig       ] EDBL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:20:59.928320] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EDBL.txt
[2025-12-18T20:20:59.928436] [INFO ] [sig       ] [1038/3568] Completed EDBL in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:20:59.928474] [INFO ] [sig       ] [1039/3568] Forecasting EDD...
[2025-12-18T20:20:59.928504] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-18T20:20:59.928535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-18T20:20:59.939294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-18T20:20:59.939599] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-18T20:20:59.940405] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-18T20:20:59.940458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:20:59.940488] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:20:59.940514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:20:59.940588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:20:59.996543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:20:59.997391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:20:59.997475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:20:59.997508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:00.118835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:00.118992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:00.119057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:00.119087] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:00.122468] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=53.91%)
[2025-12-18T20:21:00.122820] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-18T20:21:00.122956] [INFO ] [sig       ] EDD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:00.271821] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EDD.txt
[2025-12-18T20:21:00.271972] [INFO ] [sig       ] [1039/3568] Completed EDD in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:21:00.272011] [INFO ] [sig       ] [1040/3568] Forecasting EDF...
[2025-12-18T20:21:00.272041] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-18T20:21:00.272072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-18T20:21:00.283342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-18T20:21:00.283704] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-18T20:21:00.284556] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-18T20:21:00.284630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:00.284663] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:00.284689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:00.284746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:00.344256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:00.345032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:00.345110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:00.345143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:00.461918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:00.462031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:00.462071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:00.462100] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:00.465396] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-18T20:21:00.465699] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-18T20:21:00.465829] [INFO ] [sig       ] EDF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:00.604983] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EDF.txt
[2025-12-18T20:21:00.605131] [INFO ] [sig       ] [1040/3568] Completed EDF in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:21:00.605170] [INFO ] [sig       ] [1041/3568] Forecasting EDN...
[2025-12-18T20:21:00.605200] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-18T20:21:00.605229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-18T20:21:00.616890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-18T20:21:00.617209] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-18T20:21:00.617987] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-18T20:21:00.618038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:00.618069] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:00.618096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:00.618152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:00.677238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:00.678018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:00.678100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:00.678131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:00.798312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:00.798418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:00.798470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:00.798500] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:00.801782] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-12-18T20:21:00.802053] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-18T20:21:00.802180] [INFO ] [sig       ] EDN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:00.940178] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EDN.txt
[2025-12-18T20:21:00.940303] [INFO ] [sig       ] [1041/3568] Completed EDN in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:21:00.940341] [INFO ] [sig       ] [1042/3568] Forecasting EE...
[2025-12-18T20:21:00.940371] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-18T20:21:00.940402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-18T20:21:00.951233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-18T20:21:00.951508] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-18T20:21:00.952273] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-18T20:21:00.952323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:00.952354] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:00.952380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:00.952437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:01.007723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:01.008553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:01.008672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:01.008705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:01.129947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:01.130075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:01.130115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:01.130144] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:01.133762] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2025-12-18T20:21:01.134042] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-18T20:21:01.134171] [INFO ] [sig       ] EE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:01.272183] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EE.txt
[2025-12-18T20:21:01.272966] [INFO ] [sig       ] [1042/3568] Completed EE in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:21:01.273011] [INFO ] [sig       ] [1043/3568] Forecasting EEMA...
[2025-12-18T20:21:01.273043] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-18T20:21:01.273072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-18T20:21:01.284153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-18T20:21:01.284444] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-18T20:21:01.285244] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-18T20:21:01.285485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:01.285517] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:01.285544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:01.285623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:01.342773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:01.343599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:01.343684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:01.343769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:01.464089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:01.464243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:01.464284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:01.464312] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:01.467638] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=57.77%)
[2025-12-18T20:21:01.467950] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-18T20:21:01.468079] [INFO ] [sig       ] EEMA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:01.608201] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EEMA.txt
[2025-12-18T20:21:01.608361] [INFO ] [sig       ] [1043/3568] Completed EEMA in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-18T20:21:01.608400] [INFO ] [sig       ] [1044/3568] Forecasting EEX...
[2025-12-18T20:21:01.608431] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-18T20:21:01.608461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-18T20:21:01.621237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-18T20:21:01.621685] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-18T20:21:01.622542] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-18T20:21:01.622644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:01.622688] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:01.622715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:01.622771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:01.683851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:01.684739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:01.684827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:01.684858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:01.807484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:01.807668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:01.807739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:01.807781] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:01.811511] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-18T20:21:01.811836] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-18T20:21:01.811970] [INFO ] [sig       ] EEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:01.955376] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EEX.txt
[2025-12-18T20:21:01.955530] [INFO ] [sig       ] [1044/3568] Completed EEX in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-18T20:21:01.955590] [INFO ] [sig       ] [1045/3568] Forecasting EFC...
[2025-12-18T20:21:01.955623] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-18T20:21:01.955652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-18T20:21:01.967763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-18T20:21:01.968176] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-18T20:21:01.969001] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-18T20:21:01.969078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:01.969124] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:01.969152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:01.969208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:02.028312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:02.029240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:02.029328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:02.029360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:02.152983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:02.153165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:02.153217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:02.153246] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:02.156962] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=68.98%)
[2025-12-18T20:21:02.157275] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-18T20:21:02.157415] [INFO ] [sig       ] EFC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:02.300467] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EFC.txt
[2025-12-18T20:21:02.300639] [INFO ] [sig       ] [1045/3568] Completed EFC in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-18T20:21:02.300683] [INFO ] [sig       ] [1046/3568] Forecasting EFSC...
[2025-12-18T20:21:02.300712] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-18T20:21:02.300742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-18T20:21:02.312214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-18T20:21:02.312648] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-18T20:21:02.313479] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-18T20:21:02.313531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:02.313563] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:02.313619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:02.313683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:02.370174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:02.371066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:02.371151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:02.371184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:02.491393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:02.491588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:02.491646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:02.491687] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:02.495380] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-12-18T20:21:02.495703] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-18T20:21:02.495843] [INFO ] [sig       ] EFSC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:02.635115] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EFSC.txt
[2025-12-18T20:21:02.635299] [INFO ] [sig       ] [1046/3568] Completed EFSC in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-18T20:21:02.635340] [INFO ] [sig       ] [1047/3568] Forecasting EFX...
[2025-12-18T20:21:02.635371] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-18T20:21:02.635401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-18T20:21:02.647195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-18T20:21:02.647655] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-18T20:21:02.648637] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-18T20:21:02.648699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:02.648742] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:02.648778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:02.648854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:02.706895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:02.707763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:02.707847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:02.707879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:02.828164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:02.828509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:02.828550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:02.828601] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:02.831947] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=77.88%)
[2025-12-18T20:21:02.832217] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-18T20:21:02.832346] [INFO ] [sig       ] EFX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:03.028241] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EFX.txt
[2025-12-18T20:21:03.028373] [INFO ] [sig       ] [1047/3568] Completed EFX in 0.4s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-18T20:21:03.028412] [INFO ] [sig       ] [1048/3568] Forecasting EG...
[2025-12-18T20:21:03.028441] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-18T20:21:03.028470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-18T20:21:03.040762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-18T20:21:03.041030] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-18T20:21:03.041803] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-18T20:21:03.041854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:03.041886] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:03.041913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:03.041968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:03.099884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:03.100464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:03.100541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:03.100588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:03.220864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:03.220985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:03.221025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:03.221053] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:03.224205] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-12-18T20:21:03.224465] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-18T20:21:03.224602] [INFO ] [sig       ] EG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:03.362843] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EG.txt
[2025-12-18T20:21:03.362976] [INFO ] [sig       ] [1048/3568] Completed EG in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-18T20:21:03.363014] [INFO ] [sig       ] [1049/3568] Forecasting EGAN...
[2025-12-18T20:21:03.363049] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-18T20:21:03.363081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-18T20:21:03.374012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-18T20:21:03.374275] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-18T20:21:03.375035] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-18T20:21:03.375086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:03.375118] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:03.375144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:03.375199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:03.432843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:03.433445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:03.433523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:03.433556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:03.552995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:03.553123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:03.553162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:03.553190] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:03.556409] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-12-18T20:21:03.556695] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-18T20:21:03.556817] [INFO ] [sig       ] EGAN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:03.696465] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EGAN.txt
[2025-12-18T20:21:03.696607] [INFO ] [sig       ] [1049/3568] Completed EGAN in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-18T20:21:03.696648] [INFO ] [sig       ] [1050/3568] Forecasting EGBN...
[2025-12-18T20:21:03.696678] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-18T20:21:03.696706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-18T20:21:03.707800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-18T20:21:03.708090] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-18T20:21:03.708864] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-18T20:21:03.708914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:03.708971] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:03.709000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:03.709084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:03.765835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:03.766439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:03.766515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:03.766547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:03.883377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:03.883513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:03.883552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:03.883597] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:03.886837] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-18T20:21:03.887106] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-18T20:21:03.887231] [INFO ] [sig       ] EGBN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:04.025260] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EGBN.txt
[2025-12-18T20:21:04.025390] [INFO ] [sig       ] [1050/3568] Completed EGBN in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-18T20:21:04.025427] [INFO ] [sig       ] [1051/3568] Forecasting EGP...
[2025-12-18T20:21:04.025457] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-18T20:21:04.025486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-18T20:21:04.036677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-18T20:21:04.036954] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-18T20:21:04.037732] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-18T20:21:04.037784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:04.037815] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:04.037843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:04.037899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:04.094470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:04.095120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:04.095197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:04.095228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:04.216524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:04.216683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:04.216726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:04.216754] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:04.220400] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-18T20:21:04.220685] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-18T20:21:04.220804] [INFO ] [sig       ] EGP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:04.359527] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EGP.txt
[2025-12-18T20:21:04.359666] [INFO ] [sig       ] [1051/3568] Completed EGP in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:04.359706] [INFO ] [sig       ] [1052/3568] Forecasting EGY...
[2025-12-18T20:21:04.359734] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-18T20:21:04.359762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-18T20:21:04.370741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-18T20:21:04.371018] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-18T20:21:04.371794] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-18T20:21:04.371846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:04.371879] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:04.371905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:04.371961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:04.428452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:04.429167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:04.429243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:04.429275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:04.544718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:04.544879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:04.544921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:04.544986] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:04.548431] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-18T20:21:04.548732] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-18T20:21:04.548863] [INFO ] [sig       ] EGY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:04.686839] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EGY.txt
[2025-12-18T20:21:04.686974] [INFO ] [sig       ] [1052/3568] Completed EGY in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:04.687014] [INFO ] [sig       ] [1053/3568] Forecasting EH...
[2025-12-18T20:21:04.687042] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-18T20:21:04.687072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-18T20:21:04.699805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-18T20:21:04.700142] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-18T20:21:04.700951] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-18T20:21:04.701009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:04.701051] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:04.701082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:04.701139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:04.764841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:04.765753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:04.765837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:04.765872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:04.891480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:04.891657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:04.891700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:04.891728] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:04.895255] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-18T20:21:04.895538] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-18T20:21:04.895686] [INFO ] [sig       ] EH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:05.034963] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EH.txt
[2025-12-18T20:21:05.035114] [INFO ] [sig       ] [1053/3568] Completed EH in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:05.035157] [INFO ] [sig       ] [1054/3568] Forecasting EHAB...
[2025-12-18T20:21:05.035186] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-18T20:21:05.035216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-18T20:21:05.046859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-18T20:21:05.047198] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-18T20:21:05.048024] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-18T20:21:05.048077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:05.048111] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:05.048139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:05.048197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:05.105416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:05.106093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:05.106172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:05.106205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:05.230889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:05.231044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:05.231084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:05.231111] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:05.234585] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=35.06%)
[2025-12-18T20:21:05.234853] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-18T20:21:05.234977] [INFO ] [sig       ] EHAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:05.374228] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EHAB.txt
[2025-12-18T20:21:05.374361] [INFO ] [sig       ] [1054/3568] Completed EHAB in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:05.374400] [INFO ] [sig       ] [1055/3568] Forecasting EHC...
[2025-12-18T20:21:05.374429] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-18T20:21:05.374458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-18T20:21:05.385460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-18T20:21:05.385796] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-18T20:21:05.386548] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-18T20:21:05.386617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:05.386649] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:05.386675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:05.386731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:05.443189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:05.443933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:05.444012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:05.444045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:05.560098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:05.560246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:05.560287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:05.560314] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:05.563599] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-18T20:21:05.563870] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-18T20:21:05.563989] [INFO ] [sig       ] EHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:05.711167] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EHC.txt
[2025-12-18T20:21:05.711342] [INFO ] [sig       ] [1055/3568] Completed EHC in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:05.711399] [INFO ] [sig       ] [1056/3568] Forecasting EHI...
[2025-12-18T20:21:05.711445] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-18T20:21:05.711496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-18T20:21:05.722943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-18T20:21:05.723333] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-18T20:21:05.724196] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-18T20:21:05.724250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:05.724282] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:05.724310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:05.724380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:05.780708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:05.781527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:05.781629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:05.781664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:05.899826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:05.899987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:05.900029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:05.900058] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:05.903910] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-18T20:21:05.904212] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-18T20:21:05.904341] [INFO ] [sig       ] EHI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:06.045498] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EHI.txt
[2025-12-18T20:21:06.045668] [INFO ] [sig       ] [1056/3568] Completed EHI in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:06.045712] [INFO ] [sig       ] [1057/3568] Forecasting EHTH...
[2025-12-18T20:21:06.045742] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-18T20:21:06.045771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-18T20:21:06.057332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-18T20:21:06.057732] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-18T20:21:06.058605] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-18T20:21:06.058667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:06.058702] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:06.058730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:06.058788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:06.117811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:06.118718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:06.118801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:06.118833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:06.237785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:06.237941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:06.237982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:06.238010] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:06.241408] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-18T20:21:06.241755] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-18T20:21:06.241890] [INFO ] [sig       ] EHTH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:06.379558] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EHTH.txt
[2025-12-18T20:21:06.379723] [INFO ] [sig       ] [1057/3568] Completed EHTH in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:06.379764] [INFO ] [sig       ] [1058/3568] Forecasting EIC...
[2025-12-18T20:21:06.379793] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-18T20:21:06.379823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-18T20:21:06.390691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-18T20:21:06.390954] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-18T20:21:06.391718] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-18T20:21:06.391779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:06.391811] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:06.391838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:06.391893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:06.447148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:06.447736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:06.447812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:06.447844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:06.562349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:06.562465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:06.562502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:06.562530] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:06.565800] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-18T20:21:06.566061] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-18T20:21:06.566183] [INFO ] [sig       ] EIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:06.707500] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EIC.txt
[2025-12-18T20:21:06.707641] [INFO ] [sig       ] [1058/3568] Completed EIC in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:06.707682] [INFO ] [sig       ] [1059/3568] Forecasting EIG...
[2025-12-18T20:21:06.707711] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-18T20:21:06.707741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-18T20:21:06.718940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-18T20:21:06.719229] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-18T20:21:06.719999] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-18T20:21:06.720049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:06.720080] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:06.720107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:06.720172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:06.777285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:06.777878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:06.777955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:06.777986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:06.896352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:06.896480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:06.896520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:06.896548] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:06.899810] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-18T20:21:06.900077] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-18T20:21:06.900203] [INFO ] [sig       ] EIG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:07.036339] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EIG.txt
[2025-12-18T20:21:07.036447] [INFO ] [sig       ] [1059/3568] Completed EIG in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:07.036485] [INFO ] [sig       ] [1060/3568] Forecasting EIX...
[2025-12-18T20:21:07.036514] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-18T20:21:07.036544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-18T20:21:07.047986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-18T20:21:07.048258] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-18T20:21:07.049016] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-18T20:21:07.049097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:07.049128] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:07.049156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:07.049212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:07.106037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:07.106902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:07.107019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:07.107052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:07.225320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:07.225475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:07.225516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:07.225546] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:07.228996] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=18.03%)
[2025-12-18T20:21:07.229351] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-18T20:21:07.229490] [INFO ] [sig       ] EIX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:07.367036] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EIX.txt
[2025-12-18T20:21:07.367157] [INFO ] [sig       ] [1060/3568] Completed EIX in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:07.367194] [INFO ] [sig       ] [1061/3568] Forecasting EL...
[2025-12-18T20:21:07.367223] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-18T20:21:07.367253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-18T20:21:07.378715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-18T20:21:07.378989] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-18T20:21:07.379780] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-18T20:21:07.379833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:07.379864] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:07.379891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:07.379947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:07.435416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:07.436026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:07.436105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:07.436135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:07.559020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:07.559188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:07.559230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:07.559258] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:07.562489] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=35.73%)
[2025-12-18T20:21:07.562776] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-18T20:21:07.562897] [INFO ] [sig       ] EL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:07.700164] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EL.txt
[2025-12-18T20:21:07.700276] [INFO ] [sig       ] [1061/3568] Completed EL in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-18T20:21:07.700342] [INFO ] [sig       ] [1062/3568] Forecasting ELAB...
[2025-12-18T20:21:07.700374] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-18T20:21:07.700403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-18T20:21:07.712116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-18T20:21:07.712459] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-18T20:21:07.713279] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-18T20:21:07.713331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:07.713361] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:07.713387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:07.713442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:07.769408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:07.770307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:07.770395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:07.770427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:07.888813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:07.888979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:07.889021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:07.889066] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:07.892521] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-18T20:21:07.892818] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-18T20:21:07.892945] [INFO ] [sig       ] ELAB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:08.037370] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ELAB.txt
[2025-12-18T20:21:08.037550] [INFO ] [sig       ] [1062/3568] Completed ELAB in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-18T20:21:08.037607] [INFO ] [sig       ] [1063/3568] Forecasting ELAN...
[2025-12-18T20:21:08.037641] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-18T20:21:08.037671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-18T20:21:08.049829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-18T20:21:08.050233] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-18T20:21:08.051043] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-18T20:21:08.051098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:08.051130] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:08.051157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:08.051214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:08.109691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:08.110559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:08.110659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:08.110691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:08.233039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:08.233197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:08.233254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:08.233293] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:08.236692] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2025-12-18T20:21:08.236990] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-18T20:21:08.237123] [INFO ] [sig       ] ELAN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:08.376308] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ELAN.txt
[2025-12-18T20:21:08.376465] [INFO ] [sig       ] [1063/3568] Completed ELAN in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-18T20:21:08.376506] [INFO ] [sig       ] [1064/3568] Forecasting ELC...
[2025-12-18T20:21:08.376535] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-18T20:21:08.376565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-18T20:21:08.388282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-18T20:21:08.388606] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-18T20:21:08.389379] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-18T20:21:08.389644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:08.389679] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:08.389706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:08.389763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:08.445243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:08.445878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:08.445954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:08.445986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:08.557861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:08.558001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:08.558039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:08.558068] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:08.561529] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-12-18T20:21:08.561818] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-18T20:21:08.561940] [INFO ] [sig       ] ELC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:08.699806] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ELC.txt
[2025-12-18T20:21:08.699923] [INFO ] [sig       ] [1064/3568] Completed ELC in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-18T20:21:08.699961] [INFO ] [sig       ] [1065/3568] Forecasting ELDN...
[2025-12-18T20:21:08.699991] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-18T20:21:08.700021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-18T20:21:08.713611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-18T20:21:08.713898] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-18T20:21:08.714668] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-18T20:21:08.714719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:08.714751] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:08.714777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:08.715009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:08.771206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:08.771899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:08.771982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:08.772021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:08.887211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:08.887388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:08.887463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:08.887503] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:08.892019] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=21.03%)
[2025-12-18T20:21:08.892421] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-18T20:21:08.892608] [INFO ] [sig       ] ELDN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:09.053219] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ELDN.txt
[2025-12-18T20:21:09.053375] [INFO ] [sig       ] [1065/3568] Completed ELDN in 0.4s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-18T20:21:09.053416] [INFO ] [sig       ] [1066/3568] Forecasting ELF...
[2025-12-18T20:21:09.053446] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-18T20:21:09.053476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-18T20:21:09.064923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-18T20:21:09.065218] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-18T20:21:09.066000] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-18T20:21:09.066052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:09.066084] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:09.066110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:09.066166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:09.126617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:09.127480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:09.127567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:09.127623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:09.252618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:09.252777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:09.252825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:09.252855] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:09.256263] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=88.68%)
[2025-12-18T20:21:09.256535] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-18T20:21:09.256679] [INFO ] [sig       ] ELF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:09.394266] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ELF.txt
[2025-12-18T20:21:09.394396] [INFO ] [sig       ] [1066/3568] Completed ELF in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-18T20:21:09.394434] [INFO ] [sig       ] [1067/3568] Forecasting ELME...
[2025-12-18T20:21:09.394463] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-18T20:21:09.394492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-18T20:21:09.405552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-18T20:21:09.405864] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-18T20:21:09.406631] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-18T20:21:09.406682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:09.406737] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:09.406765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:09.406822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:09.462137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:09.463101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:09.463183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:09.463215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:09.583696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:09.583855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:09.583904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:09.583934] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:09.587313] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-18T20:21:09.587613] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-18T20:21:09.587740] [INFO ] [sig       ] ELME: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:09.727303] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ELME.txt
[2025-12-18T20:21:09.727449] [INFO ] [sig       ] [1067/3568] Completed ELME in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-18T20:21:09.727490] [INFO ] [sig       ] [1068/3568] Forecasting ELP...
[2025-12-18T20:21:09.727520] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-18T20:21:09.727549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-18T20:21:09.739529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-18T20:21:09.739882] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-18T20:21:09.740718] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-18T20:21:09.740771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:09.740804] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:09.740832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:09.740889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:09.800993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:09.801891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:09.801976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:09.802010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:09.934068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:09.934248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:09.934311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:09.934351] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:09.939231] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-18T20:21:09.939669] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-18T20:21:09.939855] [INFO ] [sig       ] ELP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:10.113850] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ELP.txt
[2025-12-18T20:21:10.114003] [INFO ] [sig       ] [1068/3568] Completed ELP in 0.4s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-18T20:21:10.114043] [INFO ] [sig       ] [1069/3568] Forecasting ELS...
[2025-12-18T20:21:10.114073] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-18T20:21:10.114102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-18T20:21:10.126153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-18T20:21:10.126694] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-18T20:21:10.127459] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-18T20:21:10.127510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:10.127555] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:10.127611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:10.127671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:10.184976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:10.185820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:10.185901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:10.185933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:10.301439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:10.301619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:10.301664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:10.301693] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:10.305091] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-18T20:21:10.305367] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-18T20:21:10.305490] [INFO ] [sig       ] ELS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:10.442218] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ELS.txt
[2025-12-18T20:21:10.442337] [INFO ] [sig       ] [1069/3568] Completed ELS in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:10.442375] [INFO ] [sig       ] [1070/3568] Forecasting ELTX...
[2025-12-18T20:21:10.442404] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-18T20:21:10.442433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-18T20:21:10.452698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-18T20:21:10.452971] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-18T20:21:10.453732] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-18T20:21:10.453783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:10.453813] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:10.453840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:10.453895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:10.509396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:10.509996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:10.510072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:10.510103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:10.623102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:10.623228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:10.623272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:10.623329] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:10.626545] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-18T20:21:10.626843] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-18T20:21:10.626965] [INFO ] [sig       ] ELTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:10.764184] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ELTX.txt
[2025-12-18T20:21:10.764310] [INFO ] [sig       ] [1070/3568] Completed ELTX in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:10.764348] [INFO ] [sig       ] [1071/3568] Forecasting ELVA...
[2025-12-18T20:21:10.764379] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-18T20:21:10.764408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-18T20:21:10.775299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-18T20:21:10.775602] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-18T20:21:10.776347] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-18T20:21:10.776399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:10.776430] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:10.776456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:10.776511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:10.831805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:10.832389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:10.832467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:10.832498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:10.944142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:10.944313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:10.944358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:10.944385] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:10.947684] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=30.79%)
[2025-12-18T20:21:10.947951] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-18T20:21:10.948072] [INFO ] [sig       ] ELVA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:11.097031] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ELVA.txt
[2025-12-18T20:21:11.097182] [INFO ] [sig       ] [1071/3568] Completed ELVA in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:11.097222] [INFO ] [sig       ] [1072/3568] Forecasting ELVN...
[2025-12-18T20:21:11.097253] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-18T20:21:11.097285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-18T20:21:11.110222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-18T20:21:11.110682] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-18T20:21:11.111556] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-18T20:21:11.111636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:11.111676] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:11.111705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:11.111764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:11.169539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:11.170220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:11.170300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:11.170332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:11.287799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:11.287952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:11.287994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:11.288023] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:11.291503] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=27.41%)
[2025-12-18T20:21:11.291808] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-18T20:21:11.291943] [INFO ] [sig       ] ELVN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:11.431048] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ELVN.txt
[2025-12-18T20:21:11.431169] [INFO ] [sig       ] [1072/3568] Completed ELVN in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:11.431207] [INFO ] [sig       ] [1073/3568] Forecasting ELWS...
[2025-12-18T20:21:11.431240] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-18T20:21:11.431272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-18T20:21:11.444379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-18T20:21:11.444773] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-18T20:21:11.445562] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-18T20:21:11.445638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:11.445669] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:11.445695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:11.445751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:11.500809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:11.501414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:11.501494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:11.501526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:11.613143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:11.613301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:11.613343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:11.613370] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:11.616671] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=56.82%)
[2025-12-18T20:21:11.616936] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-18T20:21:11.617054] [INFO ] [sig       ] ELWS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:11.753708] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ELWS.txt
[2025-12-18T20:21:11.753837] [INFO ] [sig       ] [1073/3568] Completed ELWS in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:11.753876] [INFO ] [sig       ] [1074/3568] Forecasting EM...
[2025-12-18T20:21:11.753904] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-18T20:21:11.753938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-18T20:21:11.764872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-18T20:21:11.765139] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-18T20:21:11.765917] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-18T20:21:11.765968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:11.765998] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:11.766025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:11.766082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:11.825479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:11.826398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:11.826486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:11.826519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:11.944629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:11.944783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:11.944824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:11.944852] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:11.948221] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=18.98%)
[2025-12-18T20:21:11.948502] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-18T20:21:11.948643] [INFO ] [sig       ] EM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:12.086026] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EM.txt
[2025-12-18T20:21:12.086173] [INFO ] [sig       ] [1074/3568] Completed EM in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:12.086211] [INFO ] [sig       ] [1075/3568] Forecasting EMB...
[2025-12-18T20:21:12.086240] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-18T20:21:12.086269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-18T20:21:12.098211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-18T20:21:12.098487] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-18T20:21:12.099275] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-18T20:21:12.099328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:12.099358] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:12.099384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:12.099440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:12.155252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:12.156075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:12.156156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:12.156189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:12.278424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:12.278594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:12.278637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:12.278665] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:12.282030] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=56.10%)
[2025-12-18T20:21:12.282301] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-18T20:21:12.282420] [INFO ] [sig       ] EMB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:12.421770] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EMB.txt
[2025-12-18T20:21:12.421932] [INFO ] [sig       ] [1075/3568] Completed EMB in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:12.421973] [INFO ] [sig       ] [1076/3568] Forecasting EMBC...
[2025-12-18T20:21:12.422003] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-18T20:21:12.422032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-18T20:21:12.437610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-18T20:21:12.438033] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-18T20:21:12.438981] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-18T20:21:12.439062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:12.439101] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:12.439133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:12.439209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:12.511936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:12.513005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:12.513116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:12.513156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:12.668379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:12.668543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:12.668604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:12.668653] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:12.672135] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2025-12-18T20:21:12.672449] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-18T20:21:12.672601] [INFO ] [sig       ] EMBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:12.817621] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EMBC.txt
[2025-12-18T20:21:12.817778] [INFO ] [sig       ] [1076/3568] Completed EMBC in 0.4s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:12.817819] [INFO ] [sig       ] [1077/3568] Forecasting EMD...
[2025-12-18T20:21:12.817847] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-18T20:21:12.817876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-18T20:21:12.829886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-18T20:21:12.830279] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-18T20:21:12.831099] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-18T20:21:12.831153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:12.831184] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:12.831211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:12.831268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:12.888720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:12.889643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:12.889768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:12.889803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:13.014232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:13.014389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:13.014432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:13.014462] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:13.017944] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=23.41%)
[2025-12-18T20:21:13.018260] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-18T20:21:13.018401] [INFO ] [sig       ] EMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:13.160474] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EMD.txt
[2025-12-18T20:21:13.160649] [INFO ] [sig       ] [1077/3568] Completed EMD in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:13.160692] [INFO ] [sig       ] [1078/3568] Forecasting EMF...
[2025-12-18T20:21:13.160723] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-18T20:21:13.160754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-18T20:21:13.171717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-18T20:21:13.172071] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-18T20:21:13.172917] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-18T20:21:13.172969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:13.173001] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:13.173028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:13.173083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:13.230630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:13.231475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:13.231610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:13.231690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:13.343708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:13.343863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:13.343903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:13.343931] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:13.347235] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=23.16%)
[2025-12-18T20:21:13.347526] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-18T20:21:13.347673] [INFO ] [sig       ] EMF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:13.494321] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EMF.txt
[2025-12-18T20:21:13.494476] [INFO ] [sig       ] [1078/3568] Completed EMF in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-18T20:21:13.494516] [INFO ] [sig       ] [1079/3568] Forecasting EMN...
[2025-12-18T20:21:13.494545] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-18T20:21:13.494595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-18T20:21:13.506326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-18T20:21:13.506713] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-18T20:21:13.507467] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-18T20:21:13.507518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:13.507548] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:13.507595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:13.507657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:13.566567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:13.567411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:13.567492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:13.567524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:13.696730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:13.696889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:13.696931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:13.696960] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:13.700398] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=21.13%)
[2025-12-18T20:21:13.700702] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-18T20:21:13.700830] [INFO ] [sig       ] EMN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:13.846372] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EMN.txt
[2025-12-18T20:21:13.846528] [INFO ] [sig       ] [1079/3568] Completed EMN in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-18T20:21:13.846587] [INFO ] [sig       ] [1080/3568] Forecasting EMO...
[2025-12-18T20:21:13.846620] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-18T20:21:13.846650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-18T20:21:13.858166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-18T20:21:13.858560] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-18T20:21:13.859412] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-18T20:21:13.859466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:13.859500] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:13.859527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:13.859616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:13.922428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:13.923495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:13.923631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:13.923678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:14.049729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:14.049889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:14.049934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:14.049964] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:14.053699] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-18T20:21:14.054041] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-18T20:21:14.054182] [INFO ] [sig       ] EMO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:14.219096] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EMO.txt
[2025-12-18T20:21:14.219309] [INFO ] [sig       ] [1080/3568] Completed EMO in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-18T20:21:14.219352] [INFO ] [sig       ] [1081/3568] Forecasting EMXC...
[2025-12-18T20:21:14.219381] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-18T20:21:14.219412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-18T20:21:14.230999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-18T20:21:14.231365] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-18T20:21:14.232153] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-18T20:21:14.232205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:14.232237] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:14.232263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:14.232319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:14.290975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:14.291918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:14.292002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:14.292036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:14.414008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:14.414163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:14.414205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:14.414233] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:14.417560] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=58.74%)
[2025-12-18T20:21:14.417860] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-18T20:21:14.417989] [INFO ] [sig       ] EMXC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:14.560354] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EMXC.txt
[2025-12-18T20:21:14.560503] [INFO ] [sig       ] [1081/3568] Completed EMXC in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-18T20:21:14.560543] [INFO ] [sig       ] [1082/3568] Forecasting ENB...
[2025-12-18T20:21:14.560590] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-18T20:21:14.560623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-18T20:21:14.572337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-18T20:21:14.572708] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-18T20:21:14.573466] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-18T20:21:14.573551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:14.573603] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:14.573632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:14.573688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:14.632393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:14.633349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:14.633439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:14.633474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:14.756802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:14.756957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:14.756998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:14.757026] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:14.760387] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=64.68%)
[2025-12-18T20:21:14.760702] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-18T20:21:14.760832] [INFO ] [sig       ] ENB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:14.902031] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ENB.txt
[2025-12-18T20:21:14.902166] [INFO ] [sig       ] [1082/3568] Completed ENB in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-18T20:21:14.902204] [INFO ] [sig       ] [1083/3568] Forecasting ENGN...
[2025-12-18T20:21:14.902234] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-18T20:21:14.902263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-18T20:21:14.913880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-18T20:21:14.914184] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-18T20:21:14.914941] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-18T20:21:14.914992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:14.915023] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:14.915050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:14.915104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:14.975802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:14.976622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:14.976709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:14.976741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:15.095843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:15.095993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:15.096035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:15.096064] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:15.099587] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-18T20:21:15.099866] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-18T20:21:15.099991] [INFO ] [sig       ] ENGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:15.244050] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ENGN.txt
[2025-12-18T20:21:15.244199] [INFO ] [sig       ] [1083/3568] Completed ENGN in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-18T20:21:15.244243] [INFO ] [sig       ] [1084/3568] Forecasting ENIC...
[2025-12-18T20:21:15.244275] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-18T20:21:15.244312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-18T20:21:15.255269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-18T20:21:15.255563] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-18T20:21:15.256323] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-18T20:21:15.256374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:15.256431] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:15.256459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:15.256517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:15.313047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:15.313882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:15.313966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:15.313999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:15.443012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:15.443172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:15.443215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:15.443270] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:15.446902] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2025-12-18T20:21:15.447199] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-18T20:21:15.447333] [INFO ] [sig       ] ENIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:15.597773] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ENIC.txt
[2025-12-18T20:21:15.597924] [INFO ] [sig       ] [1084/3568] Completed ENIC in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-18T20:21:15.597964] [INFO ] [sig       ] [1085/3568] Forecasting ENPH...
[2025-12-18T20:21:15.597995] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-18T20:21:15.598025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-18T20:21:15.609470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-18T20:21:15.609852] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-18T20:21:15.610646] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-18T20:21:15.610698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:15.610731] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:15.610758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:15.610815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:15.668034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:15.668917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:15.669006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:15.669066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:15.799754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:15.799935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:15.799988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:15.800018] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:15.803701] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=17.69%)
[2025-12-18T20:21:15.804035] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-18T20:21:15.804178] [INFO ] [sig       ] ENPH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:15.956856] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ENPH.txt
[2025-12-18T20:21:15.957027] [INFO ] [sig       ] [1085/3568] Completed ENPH in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-18T20:21:15.957069] [INFO ] [sig       ] [1086/3568] Forecasting ENS...
[2025-12-18T20:21:15.957101] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-18T20:21:15.957133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-18T20:21:15.969280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-18T20:21:15.969723] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-18T20:21:15.970533] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-18T20:21:15.970610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:15.970646] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:15.970675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:15.970733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:16.029466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:16.030351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:16.030441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:16.030474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:16.149987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:16.150145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:16.150186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:16.150214] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:16.153890] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-12-18T20:21:16.154177] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-18T20:21:16.154305] [INFO ] [sig       ] ENS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:16.310234] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ENS.txt
[2025-12-18T20:21:16.310439] [INFO ] [sig       ] [1086/3568] Completed ENS in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:16.310495] [INFO ] [sig       ] [1087/3568] Forecasting ENSC...
[2025-12-18T20:21:16.310533] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-18T20:21:16.310595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-18T20:21:16.323185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-18T20:21:16.323602] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-18T20:21:16.324428] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-18T20:21:16.324484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:16.324517] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:16.324546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:16.324629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:16.386980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:16.387922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:16.388013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:16.388046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:16.510788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:16.510944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:16.510987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:16.511055] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:16.514499] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-12-18T20:21:16.514842] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-18T20:21:16.514983] [INFO ] [sig       ] ENSC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:16.658248] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ENSC.txt
[2025-12-18T20:21:16.658437] [INFO ] [sig       ] [1087/3568] Completed ENSC in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:16.658483] [INFO ] [sig       ] [1088/3568] Forecasting ENSG...
[2025-12-18T20:21:16.658528] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-18T20:21:16.658558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-18T20:21:16.672938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-18T20:21:16.673301] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-18T20:21:16.674200] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-18T20:21:16.674251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:16.674282] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:16.674308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:16.674364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:16.731462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:16.732327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:16.732419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:16.732452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:16.854714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:16.854862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:16.854903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:16.854931] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:16.858216] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=52.76%)
[2025-12-18T20:21:16.858481] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-18T20:21:16.858619] [INFO ] [sig       ] ENSG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:16.995541] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ENSG.txt
[2025-12-18T20:21:16.995684] [INFO ] [sig       ] [1088/3568] Completed ENSG in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:16.995722] [INFO ] [sig       ] [1089/3568] Forecasting ENTA...
[2025-12-18T20:21:16.995752] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-18T20:21:16.995781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-18T20:21:17.007137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-18T20:21:17.007409] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-18T20:21:17.008166] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-18T20:21:17.008217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:17.008248] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:17.008275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:17.008331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:17.064467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:17.065211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:17.065290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:17.065323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:17.183031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:17.183169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:17.183208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:17.183237] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:17.186479] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-12-18T20:21:17.186762] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-18T20:21:17.186883] [INFO ] [sig       ] ENTA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:17.323461] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ENTA.txt
[2025-12-18T20:21:17.323605] [INFO ] [sig       ] [1089/3568] Completed ENTA in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:17.323645] [INFO ] [sig       ] [1090/3568] Forecasting ENTG...
[2025-12-18T20:21:17.323675] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-18T20:21:17.323706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-18T20:21:17.336130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-18T20:21:17.336414] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-18T20:21:17.337180] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-18T20:21:17.337231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:17.337262] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:17.337289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:17.337344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:17.399975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:17.401066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:17.401178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:17.401215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:17.519702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:17.519862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:17.519904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:17.519932] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:17.523320] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-18T20:21:17.523622] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-18T20:21:17.523759] [INFO ] [sig       ] ENTG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:17.662553] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ENTG.txt
[2025-12-18T20:21:17.662721] [INFO ] [sig       ] [1090/3568] Completed ENTG in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:17.662770] [INFO ] [sig       ] [1091/3568] Forecasting ENTX...
[2025-12-18T20:21:17.662802] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-18T20:21:17.662831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-18T20:21:17.675034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-18T20:21:17.675395] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-18T20:21:17.676201] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-18T20:21:17.676260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:17.676296] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:17.676323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:17.676386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:17.734276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:17.735149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:17.735234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:17.735268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:17.849296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:17.849449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:17.849492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:17.849520] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:17.852954] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-12-18T20:21:17.853249] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-18T20:21:17.853381] [INFO ] [sig       ] ENTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:17.995784] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ENTX.txt
[2025-12-18T20:21:17.995934] [INFO ] [sig       ] [1091/3568] Completed ENTX in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:17.995973] [INFO ] [sig       ] [1092/3568] Forecasting ENVA...
[2025-12-18T20:21:17.996002] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-18T20:21:17.996032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-18T20:21:18.007706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-18T20:21:18.008029] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-18T20:21:18.008814] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-18T20:21:18.008866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:18.008899] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:18.008927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:18.008984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:18.067516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:18.068188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:18.068271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:18.068307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:18.195637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:18.195801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:18.195848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:18.195879] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:18.199509] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=44.94%)
[2025-12-18T20:21:18.199815] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-18T20:21:18.199941] [INFO ] [sig       ] ENVA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:18.341352] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ENVA.txt
[2025-12-18T20:21:18.341510] [INFO ] [sig       ] [1092/3568] Completed ENVA in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:18.341552] [INFO ] [sig       ] [1093/3568] Forecasting ENVB...
[2025-12-18T20:21:18.341609] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-18T20:21:18.341641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-18T20:21:18.354750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-18T20:21:18.355170] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-18T20:21:18.356050] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-18T20:21:18.356127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:18.356163] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:18.356191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:18.356249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:18.414986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:18.415952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:18.416043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:18.416077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:18.572774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:18.572960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:18.573027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:18.573077] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:18.578358] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-18T20:21:18.578846] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-18T20:21:18.579080] [INFO ] [sig       ] ENVB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:18.799407] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ENVB.txt
[2025-12-18T20:21:18.799686] [INFO ] [sig       ] [1093/3568] Completed ENVB in 0.5s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:18.799743] [INFO ] [sig       ] [1094/3568] Forecasting ENVX...
[2025-12-18T20:21:18.799784] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-18T20:21:18.799828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-18T20:21:18.822246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-18T20:21:18.823370] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-18T20:21:18.824876] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-18T20:21:18.824960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:18.825007] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:18.825046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:18.825126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:18.910167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:18.911394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:18.911598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:18.911642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:19.079668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:19.079859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:19.079910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:19.079941] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:19.084495] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-12-18T20:21:19.084956] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-18T20:21:19.085139] [INFO ] [sig       ] ENVX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:19.255339] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ENVX.txt
[2025-12-18T20:21:19.255553] [INFO ] [sig       ] [1094/3568] Completed ENVX in 0.5s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:19.255657] [INFO ] [sig       ] [1095/3568] Forecasting EOD...
[2025-12-18T20:21:19.255710] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-18T20:21:19.255765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-18T20:21:19.271995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-18T20:21:19.272448] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-18T20:21:19.273568] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-18T20:21:19.273656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:19.273709] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:19.273756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:19.273847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:19.342546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:19.343515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:19.343635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:19.343671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:19.472061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:19.472238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:19.472282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:19.472313] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:19.475717] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-18T20:21:19.476004] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-18T20:21:19.476133] [INFO ] [sig       ] EOD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:19.614736] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EOD.txt
[2025-12-18T20:21:19.614902] [INFO ] [sig       ] [1095/3568] Completed EOD in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-18T20:21:19.614942] [INFO ] [sig       ] [1096/3568] Forecasting EOG...
[2025-12-18T20:21:19.614972] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-18T20:21:19.615002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-18T20:21:19.628159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-18T20:21:19.628496] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-18T20:21:19.629303] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-18T20:21:19.629354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:19.629385] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:19.629411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:19.629470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:19.684891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:19.685504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:19.685597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:19.685631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:19.802266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:19.802412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:19.802452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:19.802479] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:19.805747] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-18T20:21:19.806013] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-18T20:21:19.806134] [INFO ] [sig       ] EOG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:19.942732] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EOG.txt
[2025-12-18T20:21:19.942876] [INFO ] [sig       ] [1096/3568] Completed EOG in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-18T20:21:19.942919] [INFO ] [sig       ] [1097/3568] Forecasting EOI...
[2025-12-18T20:21:19.942949] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-18T20:21:19.942979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-18T20:21:19.954551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-18T20:21:19.954886] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-18T20:21:19.955675] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-18T20:21:19.955738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:19.955772] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:19.955799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:19.955855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:20.013519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:20.014422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:20.014504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:20.014536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:20.147857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:20.148012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:20.148052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:20.148081] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:20.151446] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-18T20:21:20.151747] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-18T20:21:20.151877] [INFO ] [sig       ] EOI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:20.289529] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EOI.txt
[2025-12-18T20:21:20.289722] [INFO ] [sig       ] [1097/3568] Completed EOI in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-18T20:21:20.289763] [INFO ] [sig       ] [1098/3568] Forecasting EOLS...
[2025-12-18T20:21:20.289793] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-18T20:21:20.289824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-18T20:21:20.301032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-18T20:21:20.301299] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-18T20:21:20.302062] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-18T20:21:20.302112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:20.302144] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:20.302172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:20.302226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:20.359158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:20.359884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:20.359964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:20.359997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:20.478729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:20.478866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:20.478907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:20.478936] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:20.482170] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-18T20:21:20.482438] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-18T20:21:20.482600] [INFO ] [sig       ] EOLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:20.620249] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EOLS.txt
[2025-12-18T20:21:20.620381] [INFO ] [sig       ] [1098/3568] Completed EOLS in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-18T20:21:20.620419] [INFO ] [sig       ] [1099/3568] Forecasting EOS...
[2025-12-18T20:21:20.620450] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-18T20:21:20.620483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-18T20:21:20.631729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-18T20:21:20.632036] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-18T20:21:20.632798] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-18T20:21:20.632848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:20.632880] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:20.632908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:20.632965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:20.689731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:20.690400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:20.690481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:20.690514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:20.809950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:20.810090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:20.810130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:20.810158] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:20.813417] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-18T20:21:20.813705] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-18T20:21:20.813826] [INFO ] [sig       ] EOS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:20.954964] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EOS.txt
[2025-12-18T20:21:20.955095] [INFO ] [sig       ] [1099/3568] Completed EOS in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-18T20:21:20.955135] [INFO ] [sig       ] [1100/3568] Forecasting EOSE...
[2025-12-18T20:21:20.955172] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-18T20:21:20.955214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-18T20:21:20.966836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-18T20:21:20.967141] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-18T20:21:20.967941] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-18T20:21:20.967992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:20.968025] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:20.968052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:20.968109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:21.028586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:21.029273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:21.029352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:21.029385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:21.146590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:21.146736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:21.146791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:21.146820] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:21.150164] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-12-18T20:21:21.150439] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-18T20:21:21.150614] [INFO ] [sig       ] EOSE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:21.291114] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EOSE.txt
[2025-12-18T20:21:21.291260] [INFO ] [sig       ] [1100/3568] Completed EOSE in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-18T20:21:21.291298] [INFO ] [sig       ] [1101/3568] Forecasting EPAC...
[2025-12-18T20:21:21.291326] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-18T20:21:21.291356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-18T20:21:21.302628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-18T20:21:21.302926] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-18T20:21:21.303695] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-18T20:21:21.303746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:21.303802] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:21.303831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:21.303886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:21.364100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:21.364875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:21.364957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:21.364989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:21.499410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:21.499598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:21.499649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:21.499678] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:21.503136] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=46.33%)
[2025-12-18T20:21:21.503415] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-18T20:21:21.503548] [INFO ] [sig       ] EPAC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:21.642695] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EPAC.txt
[2025-12-18T20:21:21.642842] [INFO ] [sig       ] [1101/3568] Completed EPAC in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-18T20:21:21.642881] [INFO ] [sig       ] [1102/3568] Forecasting EPAM...
[2025-12-18T20:21:21.642911] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-18T20:21:21.642940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-18T20:21:21.654739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-18T20:21:21.655085] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-18T20:21:21.655869] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-18T20:21:21.655921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:21.655952] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:21.655979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:21.656034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:21.714120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:21.714992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:21.715079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:21.715113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:21.840327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:21.840476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:21.840518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:21.840547] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:21.844015] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-12-18T20:21:21.844295] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-18T20:21:21.844421] [INFO ] [sig       ] EPAM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:21.983083] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EPAM.txt
[2025-12-18T20:21:21.983217] [INFO ] [sig       ] [1102/3568] Completed EPAM in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-18T20:21:21.983255] [INFO ] [sig       ] [1103/3568] Forecasting EPC...
[2025-12-18T20:21:21.983284] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-18T20:21:21.983314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-18T20:21:21.995719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-18T20:21:21.996073] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-18T20:21:21.996944] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-18T20:21:21.996999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:21.997031] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:21.997057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:21.997113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:22.055347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:22.056455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:22.056537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:22.056570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:22.176513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:22.176686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:22.176728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:22.176756] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:22.180113] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-18T20:21:22.180382] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-18T20:21:22.180515] [INFO ] [sig       ] EPC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:22.321719] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EPC.txt
[2025-12-18T20:21:22.321870] [INFO ] [sig       ] [1103/3568] Completed EPC in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-18T20:21:22.321914] [INFO ] [sig       ] [1104/3568] Forecasting EPD...
[2025-12-18T20:21:22.321945] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-18T20:21:22.321975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-18T20:21:22.333222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-18T20:21:22.333544] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-18T20:21:22.334356] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-18T20:21:22.334409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:22.334464] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:22.334493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:22.334552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:22.394363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:22.395050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:22.395129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:22.395163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:22.515617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:22.515766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:22.515806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:22.515866] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:22.519212] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=34.97%)
[2025-12-18T20:21:22.519495] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-18T20:21:22.519635] [INFO ] [sig       ] EPD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:22.657491] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EPD.txt
[2025-12-18T20:21:22.657648] [INFO ] [sig       ] [1104/3568] Completed EPD in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-18T20:21:22.657689] [INFO ] [sig       ] [1105/3568] Forecasting EPSN...
[2025-12-18T20:21:22.657719] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-18T20:21:22.657749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-18T20:21:22.668744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-18T20:21:22.669053] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-18T20:21:22.669822] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-18T20:21:22.669873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:22.669903] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:22.669928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:22.669983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:22.725978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:22.726614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:22.726691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:22.726723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:22.850248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:22.850401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:22.850442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:22.850471] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:22.853809] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=35.11%)
[2025-12-18T20:21:22.854094] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-18T20:21:22.854222] [INFO ] [sig       ] EPSN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:22.996351] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EPSN.txt
[2025-12-18T20:21:22.996495] [INFO ] [sig       ] [1105/3568] Completed EPSN in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-18T20:21:22.996534] [INFO ] [sig       ] [1106/3568] Forecasting EQBK...
[2025-12-18T20:21:22.996565] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-18T20:21:22.996618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-18T20:21:23.008687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-18T20:21:23.008995] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-18T20:21:23.013042] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-18T20:21:23.013101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:23.013132] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:23.013158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:23.013213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:23.071691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:23.072629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:23.072713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:23.072747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:23.190806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:23.190958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:23.191002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:23.191031] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:23.194413] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=36.21%)
[2025-12-18T20:21:23.194711] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-18T20:21:23.194834] [INFO ] [sig       ] EQBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:23.333052] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EQBK.txt
[2025-12-18T20:21:23.333204] [INFO ] [sig       ] [1106/3568] Completed EQBK in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-18T20:21:23.333244] [INFO ] [sig       ] [1107/3568] Forecasting EQH...
[2025-12-18T20:21:23.333273] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-18T20:21:23.333307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-18T20:21:23.345045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-18T20:21:23.345398] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-18T20:21:23.346177] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-18T20:21:23.346228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:23.346258] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:23.346284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:23.346339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:23.402176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:23.402986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:23.403066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:23.403099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:23.535614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:23.535764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:23.535806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:23.535834] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:23.539313] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-18T20:21:23.539604] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-18T20:21:23.539883] [INFO ] [sig       ] EQH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:23.678068] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EQH.txt
[2025-12-18T20:21:23.678213] [INFO ] [sig       ] [1107/3568] Completed EQH in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-18T20:21:23.678252] [INFO ] [sig       ] [1108/3568] Forecasting EQIX...
[2025-12-18T20:21:23.678288] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-18T20:21:23.678319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-18T20:21:23.690019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-18T20:21:23.690352] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-18T20:21:23.691118] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-18T20:21:23.691169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:23.691201] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:23.691227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:23.691283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:23.747460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:23.748080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:23.748156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:23.748188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:23.874314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:23.874460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:23.874508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:23.874537] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:23.877927] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=26.23%)
[2025-12-18T20:21:23.878210] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-18T20:21:23.878339] [INFO ] [sig       ] EQIX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:24.014742] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EQIX.txt
[2025-12-18T20:21:24.014848] [INFO ] [sig       ] [1108/3568] Completed EQIX in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-18T20:21:24.014885] [INFO ] [sig       ] [1109/3568] Forecasting ERAS...
[2025-12-18T20:21:24.014915] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-18T20:21:24.014943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-18T20:21:24.026466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-18T20:21:24.026766] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-18T20:21:24.027512] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-18T20:21:24.027566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:24.027625] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:24.027652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:24.027720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:24.083075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:24.083670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:24.083754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:24.083787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:24.199005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:24.199182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:24.199223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:24.199251] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:24.202515] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-18T20:21:24.202802] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-18T20:21:24.202922] [INFO ] [sig       ] ERAS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:24.340702] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ERAS.txt
[2025-12-18T20:21:24.340824] [INFO ] [sig       ] [1109/3568] Completed ERAS in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-18T20:21:24.340862] [INFO ] [sig       ] [1110/3568] Forecasting ERIC...
[2025-12-18T20:21:24.340891] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-18T20:21:24.340921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-18T20:21:24.351769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-18T20:21:24.352023] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-18T20:21:24.352780] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-18T20:21:24.352831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:24.352861] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:24.352888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:24.352943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:24.408536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:24.409198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:24.409275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:24.409306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:24.529367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:24.529476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:24.529513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:24.529541] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:24.533009] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-12-18T20:21:24.533273] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-18T20:21:24.533392] [INFO ] [sig       ] ERIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:24.673506] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ERIC.txt
[2025-12-18T20:21:24.673682] [INFO ] [sig       ] [1110/3568] Completed ERIC in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-18T20:21:24.673723] [INFO ] [sig       ] [1111/3568] Forecasting ERIE...
[2025-12-18T20:21:24.673754] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-18T20:21:24.673783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-18T20:21:24.685626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-18T20:21:24.685964] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-18T20:21:24.686762] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-18T20:21:24.686813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:24.686843] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:24.686870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:24.686926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:24.743627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:24.744669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:24.744777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:24.744811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:24.863346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:24.863440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:24.863479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:24.863523] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:24.866908] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=63.72%)
[2025-12-18T20:21:24.867167] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-18T20:21:24.867284] [INFO ] [sig       ] ERIE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:25.004522] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ERIE.txt
[2025-12-18T20:21:25.004641] [INFO ] [sig       ] [1111/3568] Completed ERIE in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-18T20:21:25.004681] [INFO ] [sig       ] [1112/3568] Forecasting ERII...
[2025-12-18T20:21:25.004710] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-18T20:21:25.004739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-18T20:21:25.016128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-18T20:21:25.016390] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-18T20:21:25.017334] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-18T20:21:25.017386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:25.017417] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:25.017442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:25.017497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:25.073985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:25.074555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:25.074646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:25.074678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:25.193818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:25.193941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:25.193980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:25.194008] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:25.197201] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-18T20:21:25.197464] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-18T20:21:25.197600] [INFO ] [sig       ] ERII: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:25.336276] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ERII.txt
[2025-12-18T20:21:25.336405] [INFO ] [sig       ] [1112/3568] Completed ERII in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-18T20:21:25.336461] [INFO ] [sig       ] [1113/3568] Forecasting ERNA...
[2025-12-18T20:21:25.336490] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-18T20:21:25.336519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-18T20:21:25.347972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-18T20:21:25.348247] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-18T20:21:25.349002] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-18T20:21:25.349090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:25.349127] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:25.349153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:25.349210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:25.405892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:25.406539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:25.406646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:25.406679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:25.533082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:25.533344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:25.533389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:25.533418] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:25.536846] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-12-18T20:21:25.537118] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-18T20:21:25.537241] [INFO ] [sig       ] ERNA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:25.678324] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ERNA.txt
[2025-12-18T20:21:25.678471] [INFO ] [sig       ] [1113/3568] Completed ERNA in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-18T20:21:25.678509] [INFO ] [sig       ] [1114/3568] Forecasting ERO...
[2025-12-18T20:21:25.678539] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-18T20:21:25.678584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-18T20:21:25.690461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-18T20:21:25.690864] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-18T20:21:25.691638] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-18T20:21:25.691689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:25.691721] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:25.691748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:25.691805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:25.747529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:25.748373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:25.748461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:25.748493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:25.868183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:25.868328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:25.868369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:25.868397] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:25.871672] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=81.06%)
[2025-12-18T20:21:25.871939] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-18T20:21:25.872057] [INFO ] [sig       ] ERO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:26.010509] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ERO.txt
[2025-12-18T20:21:26.010660] [INFO ] [sig       ] [1114/3568] Completed ERO in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-18T20:21:26.010700] [INFO ] [sig       ] [1115/3568] Forecasting ES...
[2025-12-18T20:21:26.010730] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-18T20:21:26.010759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-18T20:21:26.022638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-18T20:21:26.022918] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-18T20:21:26.023690] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-18T20:21:26.023741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:26.023773] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:26.023810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:26.023867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:26.079242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:26.079865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:26.079939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:26.079971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:26.202421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:26.202593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:26.202662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:26.202707] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:26.206110] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-18T20:21:26.206410] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-18T20:21:26.206548] [INFO ] [sig       ] ES: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:26.358056] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ES.txt
[2025-12-18T20:21:26.358205] [INFO ] [sig       ] [1115/3568] Completed ES in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-18T20:21:26.358245] [INFO ] [sig       ] [1116/3568] Forecasting ESAB...
[2025-12-18T20:21:26.358277] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-18T20:21:26.358307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-18T20:21:26.370505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-18T20:21:26.370810] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-18T20:21:26.371611] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-18T20:21:26.371664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:26.371695] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:26.371721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:26.371778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:26.432469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:26.433303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:26.433394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:26.433441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:26.553462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:26.553620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:26.553662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:26.553689] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:26.556953] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-18T20:21:26.557220] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-18T20:21:26.557339] [INFO ] [sig       ] ESAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:26.698600] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ESAB.txt
[2025-12-18T20:21:26.698771] [INFO ] [sig       ] [1116/3568] Completed ESAB in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-18T20:21:26.698812] [INFO ] [sig       ] [1117/3568] Forecasting ESCA...
[2025-12-18T20:21:26.698842] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-18T20:21:26.698871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-18T20:21:26.710797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-18T20:21:26.711041] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-18T20:21:26.711840] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-18T20:21:26.711892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:26.711923] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:26.711950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:26.712007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:26.768207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:26.768865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:26.768942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:26.768974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:26.885523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:26.885712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:26.885762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:26.885799] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:26.889739] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-12-18T20:21:26.890278] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-18T20:21:26.890440] [INFO ] [sig       ] ESCA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:27.035559] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ESCA.txt
[2025-12-18T20:21:27.035706] [INFO ] [sig       ] [1117/3568] Completed ESCA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-18T20:21:27.035744] [INFO ] [sig       ] [1118/3568] Forecasting ESE...
[2025-12-18T20:21:27.035773] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-18T20:21:27.035803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-18T20:21:27.048203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-18T20:21:27.048539] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-18T20:21:27.049388] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-18T20:21:27.049441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:27.049500] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:27.049529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:27.049605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:27.112908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:27.113774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:27.113854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:27.113888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:27.232933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:27.233080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:27.233121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:27.233148] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:27.236441] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-18T20:21:27.236734] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-18T20:21:27.236858] [INFO ] [sig       ] ESE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:27.373035] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ESE.txt
[2025-12-18T20:21:27.373173] [INFO ] [sig       ] [1118/3568] Completed ESE in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-18T20:21:27.373212] [INFO ] [sig       ] [1119/3568] Forecasting ESEA...
[2025-12-18T20:21:27.373240] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-18T20:21:27.373283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-18T20:21:27.385234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-18T20:21:27.385545] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-18T20:21:27.386307] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-18T20:21:27.386357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:27.386387] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:27.386413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:27.386468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:27.443448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:27.444256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:27.444336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:27.444368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:27.565943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:27.566097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:27.566139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:27.566167] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:27.569549] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=33.83%)
[2025-12-18T20:21:27.569864] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-18T20:21:27.570004] [INFO ] [sig       ] ESEA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:27.709978] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ESEA.txt
[2025-12-18T20:21:27.710122] [INFO ] [sig       ] [1119/3568] Completed ESEA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-18T20:21:27.710162] [INFO ] [sig       ] [1120/3568] Forecasting ESGD...
[2025-12-18T20:21:27.710192] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-18T20:21:27.710221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-18T20:21:27.721265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-18T20:21:27.721618] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-18T20:21:27.722362] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-18T20:21:27.722412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:27.722443] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:27.722468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:27.722523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:27.777416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:27.778161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:27.778242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:27.778275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:27.902318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:27.902484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:27.902532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:27.902560] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:27.906168] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-12-18T20:21:27.906467] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-18T20:21:27.906621] [INFO ] [sig       ] ESGD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:28.045494] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ESGD.txt
[2025-12-18T20:21:28.045655] [INFO ] [sig       ] [1120/3568] Completed ESGD in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-18T20:21:28.045699] [INFO ] [sig       ] [1121/3568] Forecasting ESGE...
[2025-12-18T20:21:28.045729] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-18T20:21:28.045759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-18T20:21:28.058426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-18T20:21:28.058832] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-18T20:21:28.059738] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-18T20:21:28.059791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:28.059823] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:28.059849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:28.059907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:28.116285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:28.117031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:28.117120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:28.117152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:28.240170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:28.240327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:28.240369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:28.240428] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:28.243904] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=42.20%)
[2025-12-18T20:21:28.244200] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-18T20:21:28.244333] [INFO ] [sig       ] ESGE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:28.381767] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ESGE.txt
[2025-12-18T20:21:28.381901] [INFO ] [sig       ] [1121/3568] Completed ESGE in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-18T20:21:28.381938] [INFO ] [sig       ] [1122/3568] Forecasting ESI...
[2025-12-18T20:21:28.381970] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-18T20:21:28.381999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-18T20:21:28.394128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-18T20:21:28.394439] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-18T20:21:28.395222] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-18T20:21:28.395273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:28.395305] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:28.395331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:28.395387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:28.453341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:28.454210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:28.454291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:28.454328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:28.582189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:28.582347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:28.582389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:28.582419] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:28.585847] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=30.69%)
[2025-12-18T20:21:28.586132] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-18T20:21:28.586259] [INFO ] [sig       ] ESI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:28.734449] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ESI.txt
[2025-12-18T20:21:28.734631] [INFO ] [sig       ] [1122/3568] Completed ESI in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:28.734672] [INFO ] [sig       ] [1123/3568] Forecasting ESOA...
[2025-12-18T20:21:28.734700] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-18T20:21:28.734728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-18T20:21:28.746804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-18T20:21:28.747169] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-18T20:21:28.748190] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-18T20:21:28.748247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:28.748279] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:28.748306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:28.748365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:28.805338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:28.806217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:28.806298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:28.806331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:28.926086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:28.926204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:28.926242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:28.926271] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:28.929483] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-18T20:21:28.929784] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-18T20:21:28.929908] [INFO ] [sig       ] ESOA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:29.067545] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ESOA.txt
[2025-12-18T20:21:29.067689] [INFO ] [sig       ] [1123/3568] Completed ESOA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:29.067727] [INFO ] [sig       ] [1124/3568] Forecasting ESPO...
[2025-12-18T20:21:29.067757] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-18T20:21:29.067785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-18T20:21:29.078774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-18T20:21:29.079061] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-18T20:21:29.079861] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-18T20:21:29.079912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:29.079943] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:29.079968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:29.080024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:29.135871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:29.136444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:29.136520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:29.136551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:29.258281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:29.258432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:29.258474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:29.258503] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:29.261877] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-18T20:21:29.262146] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-18T20:21:29.262268] [INFO ] [sig       ] ESPO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:29.400553] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ESPO.txt
[2025-12-18T20:21:29.400700] [INFO ] [sig       ] [1124/3568] Completed ESPO in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:29.400740] [INFO ] [sig       ] [1125/3568] Forecasting ESQ...
[2025-12-18T20:21:29.400769] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-18T20:21:29.400798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-18T20:21:29.411983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-18T20:21:29.412265] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-18T20:21:29.413045] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-18T20:21:29.413096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:29.413128] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:29.413154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:29.413209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:29.471267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:29.471958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:29.472033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:29.472065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:29.587564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:29.587743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:29.587785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:29.587813] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:29.591238] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=12.93%)
[2025-12-18T20:21:29.591513] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-18T20:21:29.591666] [INFO ] [sig       ] ESQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:29.737253] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ESQ.txt
[2025-12-18T20:21:29.737453] [INFO ] [sig       ] [1125/3568] Completed ESQ in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:29.737502] [INFO ] [sig       ] [1126/3568] Forecasting ESTA...
[2025-12-18T20:21:29.737542] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-18T20:21:29.737601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-18T20:21:29.750253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-18T20:21:29.750619] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-18T20:21:29.751401] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-18T20:21:29.751455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:29.751488] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:29.751515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:29.751592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:29.808766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:29.809523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:29.809620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:29.809654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:29.927172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:29.927321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:29.927361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:29.927389] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:29.930691] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-18T20:21:29.930962] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-18T20:21:29.931082] [INFO ] [sig       ] ESTA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:30.067546] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ESTA.txt
[2025-12-18T20:21:30.067720] [INFO ] [sig       ] [1126/3568] Completed ESTA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:30.067758] [INFO ] [sig       ] [1127/3568] Forecasting ESTC...
[2025-12-18T20:21:30.067789] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-18T20:21:30.067818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-18T20:21:30.079526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-18T20:21:30.079967] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-18T20:21:30.080753] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-18T20:21:30.080804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:30.080834] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:30.080860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:30.080915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:30.137542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:30.138394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:30.138476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:30.138509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:30.259768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:30.259919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:30.259959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:30.259987] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:30.263227] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-18T20:21:30.263496] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-18T20:21:30.263660] [INFO ] [sig       ] ESTC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:30.409611] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ESTC.txt
[2025-12-18T20:21:30.409791] [INFO ] [sig       ] [1127/3568] Completed ESTC in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:30.409838] [INFO ] [sig       ] [1128/3568] Forecasting ETB...
[2025-12-18T20:21:30.409870] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-18T20:21:30.409900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-18T20:21:30.421953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-18T20:21:30.422375] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-18T20:21:30.423305] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-18T20:21:30.423375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:30.423413] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:30.423447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:30.423512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:30.477816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:30.478705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:30.478828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:30.478861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:30.592898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:30.593061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:30.593102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:30.593130] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:30.596517] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-18T20:21:30.596844] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-18T20:21:30.596979] [INFO ] [sig       ] ETB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:30.737049] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ETB.txt
[2025-12-18T20:21:30.737206] [INFO ] [sig       ] [1128/3568] Completed ETB in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:30.737244] [INFO ] [sig       ] [1129/3568] Forecasting ETD...
[2025-12-18T20:21:30.737277] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-18T20:21:30.737307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-18T20:21:30.748819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-18T20:21:30.749403] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-18T20:21:30.750186] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-18T20:21:30.750237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:30.750268] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:30.750294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:30.750350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:30.806744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:30.807594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:30.807695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:30.807727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:30.925363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:30.925518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:30.925558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:30.925605] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:30.928970] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=58.67%)
[2025-12-18T20:21:30.929401] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-18T20:21:30.929542] [INFO ] [sig       ] ETD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:31.068078] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ETD.txt
[2025-12-18T20:21:31.068258] [INFO ] [sig       ] [1129/3568] Completed ETD in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:31.068306] [INFO ] [sig       ] [1130/3568] Forecasting ETG...
[2025-12-18T20:21:31.068343] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-18T20:21:31.068379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-18T20:21:31.080412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-18T20:21:31.080771] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-18T20:21:31.081533] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-18T20:21:31.081602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:31.081634] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:31.081661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:31.081716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:31.140898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:31.141869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:31.141957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:31.141997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:31.262217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:31.262372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:31.262412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:31.262440] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:31.265809] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-18T20:21:31.266092] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-18T20:21:31.266222] [INFO ] [sig       ] ETG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:31.405998] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ETG.txt
[2025-12-18T20:21:31.406149] [INFO ] [sig       ] [1130/3568] Completed ETG in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:31.406187] [INFO ] [sig       ] [1131/3568] Forecasting ETHA...
[2025-12-18T20:21:31.406217] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-18T20:21:31.406247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-18T20:21:31.417935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-18T20:21:31.418246] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-18T20:21:31.419018] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-18T20:21:31.419086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:31.419117] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:31.419143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:31.419198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:31.475679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:31.476724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:31.476806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:31.476838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:31.597811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:31.597971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:31.598012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:31.598041] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:31.601388] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=48.12%)
[2025-12-18T20:21:31.601687] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-18T20:21:31.601816] [INFO ] [sig       ] ETHA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:31.739716] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ETHA.txt
[2025-12-18T20:21:31.739910] [INFO ] [sig       ] [1131/3568] Completed ETHA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-18T20:21:31.739957] [INFO ] [sig       ] [1132/3568] Forecasting ETJ...
[2025-12-18T20:21:31.739989] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-18T20:21:31.740020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-18T20:21:31.751747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-18T20:21:31.752082] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-18T20:21:31.752906] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-18T20:21:31.752958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:31.752991] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:31.753017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:31.753073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:31.810334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:31.811425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:31.811513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:31.811546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:31.930469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:31.930639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:31.930685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:31.930714] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:31.934320] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-18T20:21:31.934621] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-18T20:21:31.934747] [INFO ] [sig       ] ETJ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:32.076088] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ETJ.txt
[2025-12-18T20:21:32.076254] [INFO ] [sig       ] [1132/3568] Completed ETJ in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-18T20:21:32.076303] [INFO ] [sig       ] [1133/3568] Forecasting ETN...
[2025-12-18T20:21:32.076345] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-18T20:21:32.076380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-18T20:21:32.087972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-18T20:21:32.088340] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-18T20:21:32.089236] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-18T20:21:32.089303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:32.089350] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:32.089379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:32.089436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:32.149332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:32.150349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:32.150431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:32.150463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:32.274953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:32.275104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:32.275145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:32.275175] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:32.278766] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-18T20:21:32.279255] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-18T20:21:32.279398] [INFO ] [sig       ] ETN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:32.424726] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ETN.txt
[2025-12-18T20:21:32.424876] [INFO ] [sig       ] [1133/3568] Completed ETN in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-18T20:21:32.424916] [INFO ] [sig       ] [1134/3568] Forecasting ETO...
[2025-12-18T20:21:32.424948] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-18T20:21:32.424978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-18T20:21:32.436090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-18T20:21:32.436431] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-18T20:21:32.437261] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-18T20:21:32.437313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:32.437347] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:32.437374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:32.437431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:32.494131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:32.494990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:32.495071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:32.495104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:32.618311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:32.618464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:32.618505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:32.618533] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:32.622527] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=67.79%)
[2025-12-18T20:21:32.622856] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-18T20:21:32.622987] [INFO ] [sig       ] ETO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:32.768057] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ETO.txt
[2025-12-18T20:21:32.768216] [INFO ] [sig       ] [1134/3568] Completed ETO in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-18T20:21:32.768258] [INFO ] [sig       ] [1135/3568] Forecasting ETON...
[2025-12-18T20:21:32.768290] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-18T20:21:32.768320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-18T20:21:32.780406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-18T20:21:32.780740] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-18T20:21:32.781505] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-18T20:21:32.781556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:32.781634] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:32.781665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:32.781723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:32.841214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:32.842041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:32.842128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:32.842174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:32.961803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:32.961952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:32.962007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:32.962035] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:32.965706] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-12-18T20:21:32.965972] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-18T20:21:32.966098] [INFO ] [sig       ] ETON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:33.105893] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ETON.txt
[2025-12-18T20:21:33.106028] [INFO ] [sig       ] [1135/3568] Completed ETON in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-18T20:21:33.106067] [INFO ] [sig       ] [1136/3568] Forecasting ETSY...
[2025-12-18T20:21:33.106098] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-18T20:21:33.106127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-18T20:21:33.117174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-18T20:21:33.117470] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-18T20:21:33.118267] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-18T20:21:33.118319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:33.118351] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:33.118378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:33.118435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:33.180093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:33.180736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:33.180828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:33.180867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:33.302351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:33.302483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:33.302522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:33.302550] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:33.306305] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=20.28%)
[2025-12-18T20:21:33.306599] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-18T20:21:33.306727] [INFO ] [sig       ] ETSY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:33.446649] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ETSY.txt
[2025-12-18T20:21:33.446785] [INFO ] [sig       ] [1136/3568] Completed ETSY in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-18T20:21:33.446831] [INFO ] [sig       ] [1137/3568] Forecasting ETY...
[2025-12-18T20:21:33.446862] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-18T20:21:33.446893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-18T20:21:33.459121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-18T20:21:33.459461] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-18T20:21:33.460292] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-18T20:21:33.460345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:33.460379] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:33.460407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:33.460464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:33.518969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:33.519674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:33.519768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:33.519802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:33.638279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:33.638433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:33.638477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:33.638505] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:33.641899] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-18T20:21:33.642370] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-18T20:21:33.642494] [INFO ] [sig       ] ETY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:33.779751] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ETY.txt
[2025-12-18T20:21:33.779877] [INFO ] [sig       ] [1137/3568] Completed ETY in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-18T20:21:33.779915] [INFO ] [sig       ] [1138/3568] Forecasting EUFN...
[2025-12-18T20:21:33.779946] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-18T20:21:33.779977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-18T20:21:33.791902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-18T20:21:33.792165] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-18T20:21:33.792939] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-18T20:21:33.792989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:33.793020] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:33.793046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:33.793101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:33.850841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:33.851442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:33.851521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:33.851553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:33.971104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:33.971247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:33.971288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:33.971347] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:33.974763] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=45.20%)
[2025-12-18T20:21:33.975048] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-18T20:21:33.975169] [INFO ] [sig       ] EUFN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:34.114008] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EUFN.txt
[2025-12-18T20:21:34.114163] [INFO ] [sig       ] [1138/3568] Completed EUFN in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-18T20:21:34.114202] [INFO ] [sig       ] [1139/3568] Forecasting EVAX...
[2025-12-18T20:21:34.114233] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-18T20:21:34.114263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-18T20:21:34.125620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-18T20:21:34.126003] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-18T20:21:34.126794] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-18T20:21:34.126852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:34.126899] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:34.126926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:34.126983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:34.183951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:34.184600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:34.184676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:34.184708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:34.307705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:34.307852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:34.307892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:34.307919] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:34.311241] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-18T20:21:34.311508] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-18T20:21:34.311646] [INFO ] [sig       ] EVAX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:34.452471] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EVAX.txt
[2025-12-18T20:21:34.452604] [INFO ] [sig       ] [1139/3568] Completed EVAX in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:34.452643] [INFO ] [sig       ] [1140/3568] Forecasting EVC...
[2025-12-18T20:21:34.452673] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-18T20:21:34.452702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-18T20:21:34.464312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-18T20:21:34.464598] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-18T20:21:34.465328] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-18T20:21:34.465379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:34.465409] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:34.465436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:34.465492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:34.521327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:34.521966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:34.522043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:34.522074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:34.645278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:34.645415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:34.645456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:34.645485] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:34.648744] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-18T20:21:34.649009] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-18T20:21:34.649178] [INFO ] [sig       ] EVC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:34.792452] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EVC.txt
[2025-12-18T20:21:34.792622] [INFO ] [sig       ] [1140/3568] Completed EVC in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:34.792663] [INFO ] [sig       ] [1141/3568] Forecasting EVCM...
[2025-12-18T20:21:34.792692] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-18T20:21:34.792723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-18T20:21:34.804492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-18T20:21:34.804890] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-18T20:21:34.805675] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-18T20:21:34.805725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:34.805755] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:34.805781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:34.805836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:34.862067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:34.862885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:34.862965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:34.862997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:34.983107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:34.983251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:34.983292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:34.983320] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:34.986563] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-12-18T20:21:34.986846] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-18T20:21:34.986966] [INFO ] [sig       ] EVCM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:35.127299] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EVCM.txt
[2025-12-18T20:21:35.127454] [INFO ] [sig       ] [1141/3568] Completed EVCM in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:35.127494] [INFO ] [sig       ] [1142/3568] Forecasting EVEX...
[2025-12-18T20:21:35.127523] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-18T20:21:35.127554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-18T20:21:35.140782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-18T20:21:35.141158] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-18T20:21:35.141933] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-18T20:21:35.141984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:35.142016] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:35.142042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:35.142098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:35.214099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:35.215020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:35.215111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:35.215147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:35.340981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:35.341159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:35.341224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:35.341271] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:35.346695] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-12-18T20:21:35.347194] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-18T20:21:35.347396] [INFO ] [sig       ] EVEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:35.499487] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EVEX.txt
[2025-12-18T20:21:35.499638] [INFO ] [sig       ] [1142/3568] Completed EVEX in 0.4s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:35.499678] [INFO ] [sig       ] [1143/3568] Forecasting EVF...
[2025-12-18T20:21:35.499714] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-18T20:21:35.499744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-18T20:21:35.510951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-18T20:21:35.511225] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-18T20:21:35.511991] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-18T20:21:35.512042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:35.512073] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:35.512100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:35.512155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:35.567949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:35.568541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:35.568634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:35.568666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:35.681091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:35.681243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:35.681288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:35.681316] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:35.684624] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=37.20%)
[2025-12-18T20:21:35.684890] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-18T20:21:35.685008] [INFO ] [sig       ] EVF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:35.824170] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EVF.txt
[2025-12-18T20:21:35.824296] [INFO ] [sig       ] [1143/3568] Completed EVF in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:35.824334] [INFO ] [sig       ] [1144/3568] Forecasting EVG...
[2025-12-18T20:21:35.824363] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-18T20:21:35.824391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-18T20:21:35.836307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-18T20:21:35.836662] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-18T20:21:35.837438] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-18T20:21:35.837489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:35.837519] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:35.837545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:35.837624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:35.893506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:35.894229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:35.894310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:35.894342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:36.006699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:36.006859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:36.006907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:36.006940] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:36.010449] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-12-18T20:21:36.010741] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-18T20:21:36.010872] [INFO ] [sig       ] EVG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:36.147927] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EVG.txt
[2025-12-18T20:21:36.148060] [INFO ] [sig       ] [1144/3568] Completed EVG in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:36.148100] [INFO ] [sig       ] [1145/3568] Forecasting EVGN...
[2025-12-18T20:21:36.148129] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-18T20:21:36.148159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-18T20:21:36.159117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-18T20:21:36.159398] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-18T20:21:36.160164] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-18T20:21:36.160215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:36.160245] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:36.160272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:36.160328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:36.215712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:36.216324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:36.216427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:36.216459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:36.327548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:36.327707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:36.327749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:36.327779] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:36.331098] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=79.55%)
[2025-12-18T20:21:36.331365] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-18T20:21:36.331489] [INFO ] [sig       ] EVGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:36.468872] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EVGN.txt
[2025-12-18T20:21:36.468995] [INFO ] [sig       ] [1145/3568] Completed EVGN in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:36.469046] [INFO ] [sig       ] [1146/3568] Forecasting EVGO...
[2025-12-18T20:21:36.469078] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-18T20:21:36.469109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-18T20:21:36.480905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-18T20:21:36.481194] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-18T20:21:36.481957] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-18T20:21:36.482007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:36.482038] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:36.482064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:36.482119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:36.537692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:36.538311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:36.538387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:36.538419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:36.656650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:36.656775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:36.656816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:36.656863] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:36.660072] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=37.43%)
[2025-12-18T20:21:36.660337] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-18T20:21:36.660456] [INFO ] [sig       ] EVGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:36.795335] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EVGO.txt
[2025-12-18T20:21:36.795443] [INFO ] [sig       ] [1146/3568] Completed EVGO in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:36.795479] [INFO ] [sig       ] [1147/3568] Forecasting EVH...
[2025-12-18T20:21:36.795508] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-18T20:21:36.795537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-18T20:21:36.806843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-18T20:21:36.807126] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-18T20:21:36.807893] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-18T20:21:36.807945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:36.807976] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:36.808003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:36.808060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:36.863334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:36.863949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:36.864030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:36.864061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:36.978882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:36.979009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:36.979062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:36.979093] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:36.982272] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-12-18T20:21:36.982534] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-18T20:21:36.982670] [INFO ] [sig       ] EVH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:37.119890] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EVH.txt
[2025-12-18T20:21:37.120023] [INFO ] [sig       ] [1147/3568] Completed EVH in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:37.120067] [INFO ] [sig       ] [1148/3568] Forecasting EVN...
[2025-12-18T20:21:37.120095] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-18T20:21:37.120123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-18T20:21:37.131213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-18T20:21:37.131480] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-18T20:21:37.132259] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-18T20:21:37.132308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:37.132339] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:37.132365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:37.132426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:37.189367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:37.190023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:37.190099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:37.190142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:37.304377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:37.304490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:37.304529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:37.304557] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:37.307782] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-18T20:21:37.308049] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-18T20:21:37.308173] [INFO ] [sig       ] EVN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:37.447500] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EVN.txt
[2025-12-18T20:21:37.447669] [INFO ] [sig       ] [1148/3568] Completed EVN in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:37.447709] [INFO ] [sig       ] [1149/3568] Forecasting EVO...
[2025-12-18T20:21:37.447738] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-18T20:21:37.447767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-18T20:21:37.459242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-18T20:21:37.459515] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-18T20:21:37.460317] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-18T20:21:37.460367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:37.460398] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:37.460425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:37.460485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:37.516350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:37.516978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:37.517053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:37.517084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:37.637889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:37.638037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:37.638077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:37.638104] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:37.641493] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-18T20:21:37.641786] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-18T20:21:37.641912] [INFO ] [sig       ] EVO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:37.778846] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EVO.txt
[2025-12-18T20:21:37.778960] [INFO ] [sig       ] [1149/3568] Completed EVO in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-18T20:21:37.778997] [INFO ] [sig       ] [1150/3568] Forecasting EVRG...
[2025-12-18T20:21:37.779048] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-18T20:21:37.779080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-18T20:21:37.790805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-18T20:21:37.791100] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-18T20:21:37.791915] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-18T20:21:37.791967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:37.792000] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:37.792028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:37.792095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:37.849424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:37.850058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:37.850134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:37.850165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:37.966711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:37.966860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:37.966900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:37.966928] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:37.970212] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-18T20:21:37.970477] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-18T20:21:37.970616] [INFO ] [sig       ] EVRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:38.106087] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EVRG.txt
[2025-12-18T20:21:38.106226] [INFO ] [sig       ] [1150/3568] Completed EVRG in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-18T20:21:38.106263] [INFO ] [sig       ] [1151/3568] Forecasting EVSD...
[2025-12-18T20:21:38.106292] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-18T20:21:38.106320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-18T20:21:38.117173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-18T20:21:38.117469] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-18T20:21:38.118248] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-18T20:21:38.118297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:38.118328] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:38.118355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:38.118410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:38.173028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:38.173658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:38.173735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:38.173765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:38.293696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:38.293846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:38.293889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:38.293921] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:38.297245] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-18T20:21:38.297510] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-18T20:21:38.297648] [INFO ] [sig       ] EVSD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:38.433056] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EVSD.txt
[2025-12-18T20:21:38.433194] [INFO ] [sig       ] [1151/3568] Completed EVSD in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-18T20:21:38.433232] [INFO ] [sig       ] [1152/3568] Forecasting EVTC...
[2025-12-18T20:21:38.433261] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-18T20:21:38.433291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-18T20:21:38.444217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-18T20:21:38.444500] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-18T20:21:38.445284] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-18T20:21:38.445345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:38.445402] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:38.445430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:38.445487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:38.503419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:38.504073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:38.504165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:38.504197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:38.626115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:38.626229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:38.626267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:38.626295] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:38.629448] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-18T20:21:38.629730] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-18T20:21:38.629853] [INFO ] [sig       ] EVTC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:38.766345] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EVTC.txt
[2025-12-18T20:21:38.766460] [INFO ] [sig       ] [1152/3568] Completed EVTC in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-18T20:21:38.766498] [INFO ] [sig       ] [1153/3568] Forecasting EVTL...
[2025-12-18T20:21:38.766528] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-18T20:21:38.766556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-18T20:21:38.777768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-18T20:21:38.778041] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-18T20:21:38.778809] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-18T20:21:38.778860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:38.778891] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:38.778917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:38.778978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:38.834766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:38.835360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:38.835435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:38.835466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:38.953498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:38.953652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:38.953694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:38.953721] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:38.956937] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-12-18T20:21:38.957208] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-18T20:21:38.957334] [INFO ] [sig       ] EVTL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:39.093705] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EVTL.txt
[2025-12-18T20:21:39.093821] [INFO ] [sig       ] [1153/3568] Completed EVTL in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-18T20:21:39.093858] [INFO ] [sig       ] [1154/3568] Forecasting EWBC...
[2025-12-18T20:21:39.093887] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-18T20:21:39.093915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-18T20:21:39.105372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-18T20:21:39.105679] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-18T20:21:39.106475] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-18T20:21:39.106528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:39.106561] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:39.106609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:39.106666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:39.164361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:39.165045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:39.165125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:39.165158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:39.291471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:39.291619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:39.291660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:39.291689] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:39.294906] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=83.46%)
[2025-12-18T20:21:39.295175] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-18T20:21:39.295298] [INFO ] [sig       ] EWBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:39.432510] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EWBC.txt
[2025-12-18T20:21:39.432647] [INFO ] [sig       ] [1154/3568] Completed EWBC in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-18T20:21:39.432687] [INFO ] [sig       ] [1155/3568] Forecasting EWCZ...
[2025-12-18T20:21:39.432716] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-18T20:21:39.432745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-18T20:21:39.444127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-18T20:21:39.444404] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-18T20:21:39.445178] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-18T20:21:39.445228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:39.445259] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:39.445284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:39.445340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:39.501269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:39.501874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:39.501951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:39.501982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:39.620459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:39.620612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:39.620653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:39.620731] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:39.623967] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-12-18T20:21:39.624235] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-18T20:21:39.624358] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:39.764401] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EWCZ.txt
[2025-12-18T20:21:39.764567] [INFO ] [sig       ] [1155/3568] Completed EWCZ in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-18T20:21:39.764626] [INFO ] [sig       ] [1156/3568] Forecasting EWTX...
[2025-12-18T20:21:39.764655] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-18T20:21:39.764685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-18T20:21:39.777407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-18T20:21:39.777741] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-18T20:21:39.778528] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-18T20:21:39.778595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:39.778630] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:39.778656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:39.778712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:39.835967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:39.836772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:39.836849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:39.836881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:39.966968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:39.967146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:39.967193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:39.967225] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:39.971992] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-18T20:21:39.972431] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-18T20:21:39.972631] [INFO ] [sig       ] EWTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:40.132541] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EWTX.txt
[2025-12-18T20:21:40.132710] [INFO ] [sig       ] [1156/3568] Completed EWTX in 0.4s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:40.132751] [INFO ] [sig       ] [1157/3568] Forecasting EWZS...
[2025-12-18T20:21:40.132781] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-18T20:21:40.132809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-18T20:21:40.144698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-18T20:21:40.145052] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-18T20:21:40.145837] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-18T20:21:40.145888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:40.145920] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:40.145946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:40.146001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:40.203140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:40.204004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:40.204084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:40.204115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:40.327744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:40.327895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:40.327937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:40.327966] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:40.331367] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-12-18T20:21:40.331698] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-18T20:21:40.331827] [INFO ] [sig       ] EWZS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:40.472727] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EWZS.txt
[2025-12-18T20:21:40.472862] [INFO ] [sig       ] [1157/3568] Completed EWZS in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:40.472901] [INFO ] [sig       ] [1158/3568] Forecasting EXAS...
[2025-12-18T20:21:40.472930] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-18T20:21:40.472962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-18T20:21:40.485655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-18T20:21:40.486005] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-18T20:21:40.486803] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-18T20:21:40.486853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:40.486884] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:40.486914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:40.486982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:40.544093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:40.544696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:40.544773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:40.544805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:40.670125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:40.670283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:40.670323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:40.670351] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:40.673663] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=50.23%)
[2025-12-18T20:21:40.673944] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-18T20:21:40.674088] [INFO ] [sig       ] EXAS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:40.815550] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EXAS.txt
[2025-12-18T20:21:40.815697] [INFO ] [sig       ] [1158/3568] Completed EXAS in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:40.815735] [INFO ] [sig       ] [1159/3568] Forecasting EXC...
[2025-12-18T20:21:40.815764] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-18T20:21:40.815792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-18T20:21:40.827374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-18T20:21:40.827728] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-18T20:21:40.828481] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-18T20:21:40.828532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:40.828563] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:40.828608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:40.828666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:40.884116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:40.884992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:40.885086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:40.885118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:41.009218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:41.009391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:41.009432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:41.009460] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:41.013001] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-12-18T20:21:41.013270] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-18T20:21:41.013391] [INFO ] [sig       ] EXC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:41.156874] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EXC.txt
[2025-12-18T20:21:41.157008] [INFO ] [sig       ] [1159/3568] Completed EXC in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:41.157049] [INFO ] [sig       ] [1160/3568] Forecasting EXEL...
[2025-12-18T20:21:41.157079] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-18T20:21:41.157109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-18T20:21:41.169828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-18T20:21:41.170112] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-18T20:21:41.170878] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-18T20:21:41.170929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:41.170959] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:41.170990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:41.171046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:41.226563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:41.227207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:41.227283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:41.227315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:41.344608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:41.344751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:41.344791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:41.344819] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:41.348057] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2025-12-18T20:21:41.348321] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-18T20:21:41.348440] [INFO ] [sig       ] EXEL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:41.486293] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EXEL.txt
[2025-12-18T20:21:41.486434] [INFO ] [sig       ] [1160/3568] Completed EXEL in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:41.486473] [INFO ] [sig       ] [1161/3568] Forecasting EXFY...
[2025-12-18T20:21:41.486502] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-18T20:21:41.486530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-18T20:21:41.498365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-18T20:21:41.498666] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-18T20:21:41.499451] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-18T20:21:41.499502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:41.499532] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:41.499558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:41.499635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:41.555317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:41.555992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:41.556068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:41.556100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:41.676658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:41.676805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:41.676845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:41.676874] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:41.680233] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-12-18T20:21:41.680504] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-18T20:21:41.680645] [INFO ] [sig       ] EXFY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:41.820070] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EXFY.txt
[2025-12-18T20:21:41.820202] [INFO ] [sig       ] [1161/3568] Completed EXFY in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:41.820418] [INFO ] [sig       ] [1162/3568] Forecasting EXG...
[2025-12-18T20:21:41.820447] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-18T20:21:41.820476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-18T20:21:41.832056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-18T20:21:41.832339] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-18T20:21:41.833125] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-18T20:21:41.833177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:41.833208] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:41.833234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:41.833290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:41.890217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:41.890837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:41.890942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:41.890982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:42.014254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:42.014405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:42.014446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:42.014474] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:42.017922] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-18T20:21:42.018199] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-18T20:21:42.018326] [INFO ] [sig       ] EXG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:42.157631] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EXG.txt
[2025-12-18T20:21:42.157761] [INFO ] [sig       ] [1162/3568] Completed EXG in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:42.157800] [INFO ] [sig       ] [1163/3568] Forecasting EXK...
[2025-12-18T20:21:42.157829] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-18T20:21:42.157858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-18T20:21:42.169202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-18T20:21:42.169497] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-18T20:21:42.170319] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-18T20:21:42.170382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:42.170414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:42.170440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:42.170497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:42.228453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:42.229329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:42.229410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:42.229444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:42.347626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:42.347765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:42.347806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:42.347834] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:42.351189] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=66.09%)
[2025-12-18T20:21:42.351456] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-18T20:21:42.351607] [INFO ] [sig       ] EXK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:42.491188] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EXK.txt
[2025-12-18T20:21:42.491349] [INFO ] [sig       ] [1163/3568] Completed EXK in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:42.491387] [INFO ] [sig       ] [1164/3568] Forecasting EXLS...
[2025-12-18T20:21:42.491416] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-18T20:21:42.491445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-18T20:21:42.502444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-18T20:21:42.502738] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-18T20:21:42.503481] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-18T20:21:42.503531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:42.503561] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:42.503615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:42.503673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:42.559528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:42.560484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:42.560601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:42.560636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:42.683987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:42.684151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:42.684192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:42.684220] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:42.687566] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=36.69%)
[2025-12-18T20:21:42.687856] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-18T20:21:42.687982] [INFO ] [sig       ] EXLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:42.827714] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EXLS.txt
[2025-12-18T20:21:42.827847] [INFO ] [sig       ] [1164/3568] Completed EXLS in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:42.827885] [INFO ] [sig       ] [1165/3568] Forecasting EXP...
[2025-12-18T20:21:42.827914] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-18T20:21:42.827943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-18T20:21:42.839428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-18T20:21:42.839724] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-18T20:21:42.840469] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-18T20:21:42.840519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:42.840551] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:42.840599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:42.840657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:42.896401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:42.897036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:42.897126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:42.897161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:43.014848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:43.014996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:43.015040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:43.015081] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:43.018597] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-12-18T20:21:43.018886] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-18T20:21:43.019046] [INFO ] [sig       ] EXP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:43.164223] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EXP.txt
[2025-12-18T20:21:43.164369] [INFO ] [sig       ] [1165/3568] Completed EXP in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:43.164407] [INFO ] [sig       ] [1166/3568] Forecasting EXPD...
[2025-12-18T20:21:43.164437] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-18T20:21:43.164467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-18T20:21:43.176091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-18T20:21:43.176357] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-18T20:21:43.177117] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-18T20:21:43.177168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:43.177199] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:43.177226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:43.177282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:43.233126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:43.233726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:43.233803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:43.233835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:43.349221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:43.349339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:43.349377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:43.349406] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:43.352556] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-18T20:21:43.352841] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-18T20:21:43.352963] [INFO ] [sig       ] EXPD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:43.490049] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EXPD.txt
[2025-12-18T20:21:43.490160] [INFO ] [sig       ] [1166/3568] Completed EXPD in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:43.490204] [INFO ] [sig       ] [1167/3568] Forecasting EXPE...
[2025-12-18T20:21:43.490234] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-18T20:21:43.490263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-18T20:21:43.501834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-18T20:21:43.502100] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-18T20:21:43.502849] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-18T20:21:43.502900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:43.502931] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:43.502959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:43.503018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:43.560845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:43.561410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:43.561487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:43.561518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:43.685397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:43.685551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:43.685610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:43.685641] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:43.689513] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-18T20:21:43.689791] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-18T20:21:43.689912] [INFO ] [sig       ] EXPE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:43.829609] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EXPE.txt
[2025-12-18T20:21:43.829717] [INFO ] [sig       ] [1167/3568] Completed EXPE in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-18T20:21:43.829753] [INFO ] [sig       ] [1168/3568] Forecasting EXPI...
[2025-12-18T20:21:43.829781] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-18T20:21:43.829811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-18T20:21:43.841011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-18T20:21:43.841299] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-18T20:21:43.842063] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-18T20:21:43.842114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:43.842145] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:43.842172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:43.842227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:43.898397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:43.898983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:43.899093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:43.899131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:44.016534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:44.016706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:44.016747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:44.016778] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:44.020398] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=34.73%)
[2025-12-18T20:21:44.020689] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-18T20:21:44.020828] [INFO ] [sig       ] EXPI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:44.158405] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EXPI.txt
[2025-12-18T20:21:44.158527] [INFO ] [sig       ] [1168/3568] Completed EXPI in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-18T20:21:44.158565] [INFO ] [sig       ] [1169/3568] Forecasting EXPO...
[2025-12-18T20:21:44.158611] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-18T20:21:44.158641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-18T20:21:44.169756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-18T20:21:44.170065] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-18T20:21:44.170849] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-18T20:21:44.170899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:44.170955] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:44.170983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:44.171040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:44.227546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:44.228204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:44.228281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:44.228312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:44.344374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:44.344516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:44.344560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:44.344606] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:44.347860] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-18T20:21:44.348131] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-18T20:21:44.348252] [INFO ] [sig       ] EXPO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:44.484910] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/EXPO.txt
[2025-12-18T20:21:44.485045] [INFO ] [sig       ] [1169/3568] Completed EXPO in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-18T20:21:44.485084] [INFO ] [sig       ] [1170/3568] Forecasting EYE...
[2025-12-18T20:21:44.485112] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-18T20:21:44.485142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-18T20:21:44.496307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-18T20:21:44.496605] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-18T20:21:44.497676] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-18T20:21:44.497728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:44.497759] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:44.497785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:44.497840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:44.552689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:44.553363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:44.553440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:44.553473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:44.668412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:44.668540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:44.668611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:44.668643] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:44.671825] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: UP (p=80.88%)
[2025-12-18T20:21:44.672100] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-18T20:21:44.672225] [INFO ] [sig       ] EYE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:44.808528] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EYE.txt
[2025-12-18T20:21:44.808662] [INFO ] [sig       ] [1170/3568] Completed EYE in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-18T20:21:44.808701] [INFO ] [sig       ] [1171/3568] Forecasting EZGO...
[2025-12-18T20:21:44.808729] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-18T20:21:44.808759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-18T20:21:44.819589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-18T20:21:44.819848] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-18T20:21:44.820636] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-18T20:21:44.820687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:44.820717] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:44.820744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:44.820799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:44.875643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:44.876246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:44.876321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:44.876353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:44.985612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:44.985755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:44.985796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:44.985824] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:44.989074] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-12-18T20:21:44.989347] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-18T20:21:44.989466] [INFO ] [sig       ] EZGO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:45.126045] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/EZGO.txt
[2025-12-18T20:21:45.126162] [INFO ] [sig       ] [1171/3568] Completed EZGO in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-18T20:21:45.126198] [INFO ] [sig       ] [1172/3568] Forecasting F...
[2025-12-18T20:21:45.126227] [INFO ] [sig       ] Generating forecast for: F
[2025-12-18T20:21:45.126256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-18T20:21:45.137549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-18T20:21:45.137852] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-18T20:21:45.138612] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-18T20:21:45.138663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:45.138694] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:45.138720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:45.138776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:45.196868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:45.197500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:45.197607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:45.197643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:45.315403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:45.315558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:45.315617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:45.315646] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:45.318963] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-18T20:21:45.319265] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-18T20:21:45.319385] [INFO ] [sig       ] F: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:45.456117] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/F.txt
[2025-12-18T20:21:45.456237] [INFO ] [sig       ] [1172/3568] Completed F in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:45.456273] [INFO ] [sig       ] [1173/3568] Forecasting FA...
[2025-12-18T20:21:45.456302] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-18T20:21:45.456331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-18T20:21:45.467671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-18T20:21:45.467935] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-18T20:21:45.468699] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-18T20:21:45.468749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:45.468779] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:45.468805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:45.468860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:45.523560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:45.524162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:45.524238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:45.524268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:45.639825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:45.639977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:45.640019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:45.640048] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:45.643321] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=74.60%)
[2025-12-18T20:21:45.643604] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-18T20:21:45.643733] [INFO ] [sig       ] FA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:45.781841] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FA.txt
[2025-12-18T20:21:45.781968] [INFO ] [sig       ] [1173/3568] Completed FA in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:45.782005] [INFO ] [sig       ] [1174/3568] Forecasting FAF...
[2025-12-18T20:21:45.782034] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-18T20:21:45.782066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-18T20:21:45.793657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-18T20:21:45.793916] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-18T20:21:45.794669] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-18T20:21:45.794719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:45.794750] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:45.794788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:45.794845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:45.852114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:45.852736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:45.852814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:45.852847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:45.964166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:45.964324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:45.964364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:45.964391] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:45.967679] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-18T20:21:45.967947] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-18T20:21:45.968072] [INFO ] [sig       ] FAF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:46.104417] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FAF.txt
[2025-12-18T20:21:46.104535] [INFO ] [sig       ] [1174/3568] Completed FAF in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:46.104588] [INFO ] [sig       ] [1175/3568] Forecasting FALN...
[2025-12-18T20:21:46.104621] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-18T20:21:46.104652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-18T20:21:46.117178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-18T20:21:46.117603] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-18T20:21:46.118400] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-18T20:21:46.118451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:46.118481] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:46.118507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:46.118563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:46.175249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:46.176125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:46.176209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:46.176241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:46.294839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:46.295009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:46.295050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:46.295078] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:46.298426] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-12-18T20:21:46.298724] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-18T20:21:46.298849] [INFO ] [sig       ] FALN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:46.437503] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FALN.txt
[2025-12-18T20:21:46.437685] [INFO ] [sig       ] [1175/3568] Completed FALN in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:46.437728] [INFO ] [sig       ] [1176/3568] Forecasting FANG...
[2025-12-18T20:21:46.437757] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-18T20:21:46.437785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-18T20:21:46.450199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-18T20:21:46.450596] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-18T20:21:46.451396] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-18T20:21:46.451447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:46.451477] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:46.451503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:46.451559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:46.506732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:46.507349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:46.507425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:46.507457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:46.627282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:46.627434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:46.627476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:46.627504] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:46.630816] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-12-18T20:21:46.631082] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-18T20:21:46.631201] [INFO ] [sig       ] FANG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:46.768618] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FANG.txt
[2025-12-18T20:21:46.768733] [INFO ] [sig       ] [1176/3568] Completed FANG in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:46.768769] [INFO ] [sig       ] [1177/3568] Forecasting FARM...
[2025-12-18T20:21:46.768798] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-18T20:21:46.768828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-18T20:21:46.780488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-18T20:21:46.780781] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-18T20:21:46.781509] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-18T20:21:46.781560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:46.781613] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:46.781640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:46.781696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:46.839258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:46.840058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:46.840138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:46.840170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:46.960226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:46.960381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:46.960426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:46.960455] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:46.963928] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=58.89%)
[2025-12-18T20:21:46.964209] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-18T20:21:46.964332] [INFO ] [sig       ] FARM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:47.107380] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FARM.txt
[2025-12-18T20:21:47.107508] [INFO ] [sig       ] [1177/3568] Completed FARM in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:47.107547] [INFO ] [sig       ] [1178/3568] Forecasting FBIN...
[2025-12-18T20:21:47.107594] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-18T20:21:47.107655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-18T20:21:47.122022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-18T20:21:47.122333] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-18T20:21:47.123151] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-18T20:21:47.123204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:47.123242] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:47.123279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:47.123348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:47.192251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:47.193332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:47.193437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:47.193484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:47.322715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:47.322868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:47.322911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:47.322940] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:47.326290] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-18T20:21:47.326590] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-18T20:21:47.326716] [INFO ] [sig       ] FBIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:47.524249] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FBIN.txt
[2025-12-18T20:21:47.524398] [INFO ] [sig       ] [1178/3568] Completed FBIN in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:47.524437] [INFO ] [sig       ] [1179/3568] Forecasting FBIO...
[2025-12-18T20:21:47.524468] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-18T20:21:47.524497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-18T20:21:47.535998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-18T20:21:47.536280] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-18T20:21:47.537044] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-18T20:21:47.537095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:47.537126] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:47.537154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:47.537214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:47.596408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:47.597075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:47.597156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:47.597214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:47.718120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:47.718279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:47.718320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:47.718349] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:47.721691] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=44.98%)
[2025-12-18T20:21:47.721965] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-18T20:21:47.722090] [INFO ] [sig       ] FBIO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:47.870936] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FBIO.txt
[2025-12-18T20:21:47.871075] [INFO ] [sig       ] [1179/3568] Completed FBIO in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:47.871114] [INFO ] [sig       ] [1180/3568] Forecasting FBIZ...
[2025-12-18T20:21:47.871144] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-18T20:21:47.871173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-18T20:21:47.883070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-18T20:21:47.883411] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-18T20:21:47.884219] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-18T20:21:47.884273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:47.884316] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:47.884357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:47.884428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:47.943161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:47.943973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:47.944054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:47.944086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:48.058916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:48.059093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:48.059137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:48.059165] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:48.062792] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-18T20:21:48.063057] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-18T20:21:48.063178] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:48.200956] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FBIZ.txt
[2025-12-18T20:21:48.201088] [INFO ] [sig       ] [1180/3568] Completed FBIZ in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:48.201126] [INFO ] [sig       ] [1181/3568] Forecasting FBK...
[2025-12-18T20:21:48.201156] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-18T20:21:48.201184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-18T20:21:48.213872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-18T20:21:48.214258] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-18T20:21:48.215065] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-18T20:21:48.215117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:48.215165] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:48.215192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:48.215248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:48.270315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:48.271214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:48.271298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:48.271329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:48.388764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:48.388917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:48.388960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:48.389006] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:48.392322] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=24.09%)
[2025-12-18T20:21:48.392611] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-18T20:21:48.392735] [INFO ] [sig       ] FBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:48.529007] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FBK.txt
[2025-12-18T20:21:48.529206] [INFO ] [sig       ] [1181/3568] Completed FBK in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:48.529250] [INFO ] [sig       ] [1182/3568] Forecasting FBL...
[2025-12-18T20:21:48.529283] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-18T20:21:48.529314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-18T20:21:48.540459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-18T20:21:48.540830] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-18T20:21:48.541613] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-18T20:21:48.541665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:48.541696] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:48.541721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:48.541777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:48.596733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:48.597595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:48.597675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:48.597707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:48.722201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:48.722391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:48.722451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:48.722491] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:48.727643] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-18T20:21:48.728074] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-18T20:21:48.728263] [INFO ] [sig       ] FBL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:48.887657] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FBL.txt
[2025-12-18T20:21:48.887851] [INFO ] [sig       ] [1182/3568] Completed FBL in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:48.887893] [INFO ] [sig       ] [1183/3568] Forecasting FBNC...
[2025-12-18T20:21:48.887925] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-18T20:21:48.887957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-18T20:21:48.899927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-18T20:21:48.900355] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-18T20:21:48.901239] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-18T20:21:48.901293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:48.901327] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:48.901355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:48.901414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:48.961799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:48.962699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:48.962782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:48.962816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:49.091069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:49.091239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:49.091288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:49.091316] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:49.094628] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-12-18T20:21:49.094900] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-18T20:21:49.095024] [INFO ] [sig       ] FBNC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:49.233499] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FBNC.txt
[2025-12-18T20:21:49.233671] [INFO ] [sig       ] [1183/3568] Completed FBNC in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:49.233713] [INFO ] [sig       ] [1184/3568] Forecasting FBP...
[2025-12-18T20:21:49.233744] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-18T20:21:49.233774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-18T20:21:49.245240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-18T20:21:49.245585] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-18T20:21:49.246347] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-18T20:21:49.246398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:49.246429] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:49.246455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:49.246512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:49.302442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:49.303312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:49.303396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:49.303430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:49.426648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:49.426804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:49.426844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:49.426873] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:49.430182] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-18T20:21:49.430455] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-18T20:21:49.430594] [INFO ] [sig       ] FBP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:49.569276] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FBP.txt
[2025-12-18T20:21:49.569396] [INFO ] [sig       ] [1184/3568] Completed FBP in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-18T20:21:49.569433] [INFO ] [sig       ] [1185/3568] Forecasting FC...
[2025-12-18T20:21:49.569463] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-18T20:21:49.569491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-18T20:21:49.580264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-18T20:21:49.580538] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-18T20:21:49.581300] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-18T20:21:49.581350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:49.581382] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:49.581409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:49.581475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:49.637530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:49.638158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:49.638235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:49.638266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:49.760453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:49.760612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:49.760654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:49.760685] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:49.764010] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-12-18T20:21:49.764277] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-18T20:21:49.764395] [INFO ] [sig       ] FC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:49.907275] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FC.txt
[2025-12-18T20:21:49.907405] [INFO ] [sig       ] [1185/3568] Completed FC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-18T20:21:49.907443] [INFO ] [sig       ] [1186/3568] Forecasting FCAL...
[2025-12-18T20:21:49.907474] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-18T20:21:49.907503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-18T20:21:49.920154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-18T20:21:49.920534] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-18T20:21:49.921307] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-18T20:21:49.921358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:49.921415] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:49.921444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:49.921501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:49.978157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:49.979062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:49.979148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:49.979180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:50.084987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:50.085112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:50.085151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:50.085182] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:50.088327] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-18T20:21:50.088606] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-18T20:21:50.088732] [INFO ] [sig       ] FCAL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:50.225248] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FCAL.txt
[2025-12-18T20:21:50.225361] [INFO ] [sig       ] [1186/3568] Completed FCAL in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-18T20:21:50.225398] [INFO ] [sig       ] [1187/3568] Forecasting FCBC...
[2025-12-18T20:21:50.225426] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-18T20:21:50.225455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-18T20:21:50.237794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-18T20:21:50.238135] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-18T20:21:50.239120] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-18T20:21:50.239185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:50.239219] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:50.239247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:50.239304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:50.298276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:50.299046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:50.299156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:50.299205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:50.425276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:50.425440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:50.425483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:50.425511] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:50.428882] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-12-18T20:21:50.429173] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-18T20:21:50.429295] [INFO ] [sig       ] FCBC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:50.567273] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FCBC.txt
[2025-12-18T20:21:50.567399] [INFO ] [sig       ] [1187/3568] Completed FCBC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-18T20:21:50.567437] [INFO ] [sig       ] [1188/3568] Forecasting FCCO...
[2025-12-18T20:21:50.567466] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-18T20:21:50.567495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-18T20:21:50.579091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-18T20:21:50.579421] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-18T20:21:50.580228] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-18T20:21:50.580283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:50.580315] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:50.580341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:50.580396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:50.636620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:50.637293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:50.637555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:50.637609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:50.757689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:50.757846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:50.757887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:50.757914] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:50.761433] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=28.72%)
[2025-12-18T20:21:50.761725] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-18T20:21:50.761851] [INFO ] [sig       ] FCCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:50.906429] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FCCO.txt
[2025-12-18T20:21:50.906603] [INFO ] [sig       ] [1188/3568] Completed FCCO in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-18T20:21:50.906644] [INFO ] [sig       ] [1189/3568] Forecasting FCEL...
[2025-12-18T20:21:50.906674] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-18T20:21:50.906705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-18T20:21:50.917737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-18T20:21:50.918013] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-18T20:21:50.918784] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-18T20:21:50.918834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:50.918866] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:50.918892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:50.918948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:50.974036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:50.974925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:50.975011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:50.975042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:51.090884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:51.091039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:51.091080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:51.091142] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:51.094425] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=41.11%)
[2025-12-18T20:21:51.094713] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-18T20:21:51.094838] [INFO ] [sig       ] FCEL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:51.231251] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FCEL.txt
[2025-12-18T20:21:51.231383] [INFO ] [sig       ] [1189/3568] Completed FCEL in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-18T20:21:51.231421] [INFO ] [sig       ] [1190/3568] Forecasting FCF...
[2025-12-18T20:21:51.231450] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-18T20:21:51.231479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-18T20:21:51.242781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-18T20:21:51.243083] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-18T20:21:51.243849] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-18T20:21:51.243899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:51.243930] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:51.243956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:51.244011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:51.299186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:51.299867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:51.299946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:51.299977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:51.419053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:51.419213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:51.419254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:51.419282] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:51.422550] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=50.17%)
[2025-12-18T20:21:51.422836] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-18T20:21:51.422960] [INFO ] [sig       ] FCF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:51.560375] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FCF.txt
[2025-12-18T20:21:51.560507] [INFO ] [sig       ] [1190/3568] Completed FCF in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:51.560544] [INFO ] [sig       ] [1191/3568] Forecasting FCFS...
[2025-12-18T20:21:51.560590] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-18T20:21:51.560621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-18T20:21:51.571884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-18T20:21:51.572179] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-18T20:21:51.572943] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-18T20:21:51.572993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:51.573023] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:51.573050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:51.573105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:51.629117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:51.629753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:51.629831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:51.629862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:51.748323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:51.748672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:51.748713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:51.748741] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:51.752206] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-18T20:21:51.752693] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-18T20:21:51.752818] [INFO ] [sig       ] FCFS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:51.889755] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FCFS.txt
[2025-12-18T20:21:51.889910] [INFO ] [sig       ] [1191/3568] Completed FCFS in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:51.889948] [INFO ] [sig       ] [1192/3568] Forecasting FCN...
[2025-12-18T20:21:51.889978] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-18T20:21:51.890009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-18T20:21:51.901834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-18T20:21:51.902202] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-18T20:21:51.902988] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-18T20:21:51.903039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:51.903069] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:51.903095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:51.903152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:51.958220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:51.959100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:51.959182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:51.959213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:52.074949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:52.075108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:52.075150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:52.075178] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:52.078430] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-18T20:21:52.078734] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-18T20:21:52.078857] [INFO ] [sig       ] FCN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:52.214478] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FCN.txt
[2025-12-18T20:21:52.214626] [INFO ] [sig       ] [1192/3568] Completed FCN in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:52.214665] [INFO ] [sig       ] [1193/3568] Forecasting FCNCA...
[2025-12-18T20:21:52.214695] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-18T20:21:52.214724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-18T20:21:52.225642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-18T20:21:52.225929] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-18T20:21:52.226704] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-18T20:21:52.226755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:52.226786] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:52.226812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:52.226867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:52.281840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:52.282564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:52.282662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:52.282694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:52.397906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:52.398056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:52.398098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:52.398126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:52.401425] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-18T20:21:52.401720] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-18T20:21:52.401840] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:52.539158] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FCNCA.txt
[2025-12-18T20:21:52.539292] [INFO ] [sig       ] [1193/3568] Completed FCNCA in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:52.539330] [INFO ] [sig       ] [1194/3568] Forecasting FCNCO...
[2025-12-18T20:21:52.539359] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-18T20:21:52.539389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-18T20:21:52.550004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-18T20:21:52.550292] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-18T20:21:52.551109] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-18T20:21:52.551161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:52.551193] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:52.551220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:52.551277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:52.610455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:52.611222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:52.611303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:52.611336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:52.711770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:52.711941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:52.711985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:52.712013] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:52.715271] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-18T20:21:52.715539] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-18T20:21:52.715681] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:52.853058] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FCNCO.txt
[2025-12-18T20:21:52.853195] [INFO ] [sig       ] [1194/3568] Completed FCNCO in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:52.853234] [INFO ] [sig       ] [1195/3568] Forecasting FCNCP...
[2025-12-18T20:21:52.853263] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-18T20:21:52.853292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-18T20:21:52.865116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-18T20:21:52.865392] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-18T20:21:52.866159] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-18T20:21:52.866211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:52.866242] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:52.866268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:52.866323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:52.921423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:52.922252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:52.922333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:52.922364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:53.023752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:53.023909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:53.023951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:53.023979] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:53.027464] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-18T20:21:53.027752] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-18T20:21:53.027875] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:53.167820] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FCNCP.txt
[2025-12-18T20:21:53.167947] [INFO ] [sig       ] [1195/3568] Completed FCNCP in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:53.167985] [INFO ] [sig       ] [1196/3568] Forecasting FCTE...
[2025-12-18T20:21:53.168014] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-18T20:21:53.168044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-18T20:21:53.179104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-18T20:21:53.179367] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-18T20:21:53.180295] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-18T20:21:53.180345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:53.180376] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:53.180404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:53.180459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:53.235939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:53.236543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:53.236638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:53.236671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:53.350749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:53.350870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:53.350908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:53.350936] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:53.354091] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-12-18T20:21:53.354356] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-18T20:21:53.354474] [INFO ] [sig       ] FCTE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:53.493086] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FCTE.txt
[2025-12-18T20:21:53.493208] [INFO ] [sig       ] [1196/3568] Completed FCTE in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:53.493245] [INFO ] [sig       ] [1197/3568] Forecasting FCX...
[2025-12-18T20:21:53.493274] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-18T20:21:53.493304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-18T20:21:53.505500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-18T20:21:53.505787] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-18T20:21:53.506732] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-18T20:21:53.506783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:53.506814] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:53.506839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:53.506895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:53.562539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:53.563130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:53.563205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:53.563236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:53.686795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:53.686929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:53.686969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:53.686997] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:53.690231] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-18T20:21:53.690502] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-18T20:21:53.690641] [INFO ] [sig       ] FCX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:53.831223] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FCX.txt
[2025-12-18T20:21:53.831381] [INFO ] [sig       ] [1197/3568] Completed FCX in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:53.831427] [INFO ] [sig       ] [1198/3568] Forecasting FDBC...
[2025-12-18T20:21:53.831455] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-18T20:21:53.831487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-18T20:21:53.841061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-18T20:21:53.841307] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-18T20:21:53.842060] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-18T20:21:53.842125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:53.842156] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:53.842183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:53.842238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:53.897650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:53.898264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:53.898345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:53.898376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:53.986648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:53.986805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:53.986847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:53.986875] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:53.990153] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-12-18T20:21:53.990430] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-18T20:21:53.990553] [INFO ] [sig       ] FDBC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:54.134335] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FDBC.txt
[2025-12-18T20:21:54.134518] [INFO ] [sig       ] [1198/3568] Completed FDBC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:54.134588] [INFO ] [sig       ] [1199/3568] Forecasting FDIF...
[2025-12-18T20:21:54.134633] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-18T20:21:54.134674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-18T20:21:54.148043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-18T20:21:54.148410] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-18T20:21:54.149271] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-18T20:21:54.149324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:54.149358] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:54.149386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:54.149441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:54.208102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:54.208750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:54.208826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:54.208858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:54.313933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:54.314091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:54.314134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:54.314162] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:54.317427] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-18T20:21:54.317717] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-18T20:21:54.317838] [INFO ] [sig       ] FDIF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:54.455174] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FDIF.txt
[2025-12-18T20:21:54.455305] [INFO ] [sig       ] [1199/3568] Completed FDIF in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:54.455344] [INFO ] [sig       ] [1200/3568] Forecasting FDIG...
[2025-12-18T20:21:54.455374] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-18T20:21:54.455404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-18T20:21:54.466987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-18T20:21:54.467313] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-18T20:21:54.468085] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-18T20:21:54.468135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:54.468165] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:54.468191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:54.468246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:54.523003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:54.523780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:54.523860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:54.523892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:54.639618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:54.639777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:54.639819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:54.639848] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:54.643173] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=44.89%)
[2025-12-18T20:21:54.643450] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-18T20:21:54.643592] [INFO ] [sig       ] FDIG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:54.780419] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FDIG.txt
[2025-12-18T20:21:54.780559] [INFO ] [sig       ] [1200/3568] Completed FDIG in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:54.780617] [INFO ] [sig       ] [1201/3568] Forecasting FDP...
[2025-12-18T20:21:54.780648] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-18T20:21:54.780679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-18T20:21:54.791919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-18T20:21:54.792224] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-18T20:21:54.792994] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-18T20:21:54.793044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:54.793076] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:54.793102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:54.793158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:54.847792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:54.848501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:54.848598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:54.848633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:54.969651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:54.969807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:54.969850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:54.969879] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:54.973234] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-12-18T20:21:54.973516] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-18T20:21:54.973660] [INFO ] [sig       ] FDP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:55.116809] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FDP.txt
[2025-12-18T20:21:55.116997] [INFO ] [sig       ] [1201/3568] Completed FDP in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:55.117049] [INFO ] [sig       ] [1202/3568] Forecasting FDS...
[2025-12-18T20:21:55.117079] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-18T20:21:55.117112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-18T20:21:55.128400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-18T20:21:55.128716] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-18T20:21:55.129539] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-18T20:21:55.129610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:55.129644] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:55.129672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:55.129727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:55.187152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:55.187975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:55.188060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:55.188095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:55.308818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:55.308971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:55.309016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:55.309070] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:55.312713] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-18T20:21:55.312992] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-18T20:21:55.313119] [INFO ] [sig       ] FDS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:55.453312] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FDS.txt
[2025-12-18T20:21:55.453450] [INFO ] [sig       ] [1202/3568] Completed FDS in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:55.453489] [INFO ] [sig       ] [1203/3568] Forecasting FDTX...
[2025-12-18T20:21:55.453519] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-18T20:21:55.453549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-18T20:21:55.465223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-18T20:21:55.465544] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-18T20:21:55.466333] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-18T20:21:55.466431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:55.466466] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:55.466493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:55.466550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:55.524457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:55.525296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:55.525377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:55.525411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:55.641661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:55.641809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:55.641850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:55.641877] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:55.645171] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=69.92%)
[2025-12-18T20:21:55.645446] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-18T20:21:55.645600] [INFO ] [sig       ] FDTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:55.781924] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FDTX.txt
[2025-12-18T20:21:55.782058] [INFO ] [sig       ] [1203/3568] Completed FDTX in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-18T20:21:55.782097] [INFO ] [sig       ] [1204/3568] Forecasting FDUS...
[2025-12-18T20:21:55.782126] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-18T20:21:55.782156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-18T20:21:55.794433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-18T20:21:55.794828] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-18T20:21:55.795643] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-18T20:21:55.795695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:55.795727] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:55.795754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:55.795811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:55.855189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:55.856060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:55.856143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:55.856176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:55.977554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:55.977735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:55.977787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:55.977818] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:55.981207] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=85.68%)
[2025-12-18T20:21:55.981481] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-18T20:21:55.981626] [INFO ] [sig       ] FDUS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:56.124989] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FDUS.txt
[2025-12-18T20:21:56.125186] [INFO ] [sig       ] [1204/3568] Completed FDUS in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-18T20:21:56.125249] [INFO ] [sig       ] [1205/3568] Forecasting FDX...
[2025-12-18T20:21:56.125300] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-18T20:21:56.125349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-18T20:21:56.137519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-18T20:21:56.137888] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-18T20:21:56.138668] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-18T20:21:56.138720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:56.138751] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:56.138778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:56.138834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:56.196667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:56.197510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:56.197611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:56.197648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:56.322442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:56.322618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:56.322681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:56.322713] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:56.326090] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-18T20:21:56.326368] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-18T20:21:56.326495] [INFO ] [sig       ] FDX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:56.473370] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FDX.txt
[2025-12-18T20:21:56.473504] [INFO ] [sig       ] [1205/3568] Completed FDX in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-18T20:21:56.473542] [INFO ] [sig       ] [1206/3568] Forecasting FE...
[2025-12-18T20:21:56.473589] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-18T20:21:56.473622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-18T20:21:56.489136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-18T20:21:56.489431] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-18T20:21:56.490394] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-18T20:21:56.490444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:56.490475] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:56.490501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:56.490557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:56.547137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:56.547754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:56.547831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:56.547862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:56.666341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:56.666495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:56.666599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:56.666631] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:56.669959] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-18T20:21:56.670232] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-18T20:21:56.670356] [INFO ] [sig       ] FE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:56.811344] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FE.txt
[2025-12-18T20:21:56.811484] [INFO ] [sig       ] [1206/3568] Completed FE in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:56.811524] [INFO ] [sig       ] [1207/3568] Forecasting FEIM...
[2025-12-18T20:21:56.811553] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-18T20:21:56.811599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-18T20:21:56.822517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-18T20:21:56.822855] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-18T20:21:56.823623] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-18T20:21:56.823674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:56.823705] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:56.823731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:56.823787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:56.882094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:56.882873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:56.882971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:56.883004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:57.000526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:57.000691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:57.000733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:57.000761] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:57.004015] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=74.43%)
[2025-12-18T20:21:57.004282] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-18T20:21:57.004402] [INFO ] [sig       ] FEIM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:57.142482] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FEIM.txt
[2025-12-18T20:21:57.142631] [INFO ] [sig       ] [1207/3568] Completed FEIM in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:57.142672] [INFO ] [sig       ] [1208/3568] Forecasting FELE...
[2025-12-18T20:21:57.142702] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-18T20:21:57.142732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-18T20:21:57.156702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-18T20:21:57.157056] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-18T20:21:57.157854] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-18T20:21:57.157905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:57.157936] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:57.157962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:57.158018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:57.213560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:57.214323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:57.214404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:57.214436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:57.332689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:57.332844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:57.332885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:57.332914] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:57.336363] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-18T20:21:57.336689] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-18T20:21:57.336819] [INFO ] [sig       ] FELE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:57.474386] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FELE.txt
[2025-12-18T20:21:57.474526] [INFO ] [sig       ] [1208/3568] Completed FELE in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:57.474564] [INFO ] [sig       ] [1209/3568] Forecasting FEM...
[2025-12-18T20:21:57.474614] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-18T20:21:57.474644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-18T20:21:57.486391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-18T20:21:57.486721] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-18T20:21:57.487463] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-18T20:21:57.487513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:57.487593] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:57.487624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:57.487680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:57.542728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:57.543506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:57.543606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:57.543640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:57.662522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:57.662697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:57.662747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:57.662790] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:57.666407] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=55.76%)
[2025-12-18T20:21:57.666753] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-18T20:21:57.666923] [INFO ] [sig       ] FEM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:57.820125] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FEM.txt
[2025-12-18T20:21:57.820276] [INFO ] [sig       ] [1209/3568] Completed FEM in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:57.820318] [INFO ] [sig       ] [1210/3568] Forecasting FEMB...
[2025-12-18T20:21:57.820349] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-18T20:21:57.820409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-18T20:21:57.832842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-18T20:21:57.833203] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-18T20:21:57.834073] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-18T20:21:57.834125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:57.834157] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:57.834194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:57.834286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:57.895278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:57.896120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:57.896217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:57.896251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:58.016524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:58.016700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:58.016744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:58.016772] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:58.020262] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-18T20:21:58.020547] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-18T20:21:58.020696] [INFO ] [sig       ] FEMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:58.158892] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FEMB.txt
[2025-12-18T20:21:58.159058] [INFO ] [sig       ] [1210/3568] Completed FEMB in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:58.159100] [INFO ] [sig       ] [1211/3568] Forecasting FEMS...
[2025-12-18T20:21:58.159130] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-18T20:21:58.159158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-18T20:21:58.170873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-18T20:21:58.171220] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-18T20:21:58.172049] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-18T20:21:58.172100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:58.172131] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:58.172156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:58.172211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:58.229101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:58.229863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:58.229946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:58.229979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:58.352588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:58.352741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:58.352784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:58.352814] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:58.356219] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-12-18T20:21:58.356502] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-18T20:21:58.356648] [INFO ] [sig       ] FEMS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:58.494751] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FEMS.txt
[2025-12-18T20:21:58.494901] [INFO ] [sig       ] [1211/3568] Completed FEMS in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:58.494942] [INFO ] [sig       ] [1212/3568] Forecasting FEP...
[2025-12-18T20:21:58.494972] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-18T20:21:58.495020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-18T20:21:58.506189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-18T20:21:58.506521] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-18T20:21:58.507319] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-18T20:21:58.507372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:58.507404] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:58.507432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:58.507489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:58.564369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:58.565137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:58.565220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:58.565252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:58.682206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:58.682360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:58.682408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:58.682438] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:58.685770] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2025-12-18T20:21:58.686045] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-18T20:21:58.686182] [INFO ] [sig       ] FEP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:58.838309] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FEP.txt
[2025-12-18T20:21:58.838498] [INFO ] [sig       ] [1212/3568] Completed FEP in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:58.838550] [INFO ] [sig       ] [1213/3568] Forecasting FEPI...
[2025-12-18T20:21:58.838609] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-18T20:21:58.838642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-18T20:21:58.850933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-18T20:21:58.851301] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-18T20:21:58.852182] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-18T20:21:58.852236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:58.852268] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:58.852295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:58.852350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:58.913752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:58.914559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:58.914656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:58.914690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:59.038612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:59.038772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:59.038814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:59.038842] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:59.042377] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-18T20:21:59.042685] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-18T20:21:59.042818] [INFO ] [sig       ] FEPI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:59.186443] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FEPI.txt
[2025-12-18T20:21:59.186621] [INFO ] [sig       ] [1213/3568] Completed FEPI in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:59.186664] [INFO ] [sig       ] [1214/3568] Forecasting FERG...
[2025-12-18T20:21:59.186696] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-18T20:21:59.186725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-18T20:21:59.198412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-18T20:21:59.198807] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-18T20:21:59.199669] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-18T20:21:59.199722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:59.199754] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:59.199780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:59.199838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:59.257040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:59.257882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:59.257970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:59.258003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:59.381306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:59.381470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:59.381520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:59.381550] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:59.385210] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-12-18T20:21:59.385485] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-18T20:21:59.385632] [INFO ] [sig       ] FERG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:21:59.525007] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FERG.txt
[2025-12-18T20:21:59.525139] [INFO ] [sig       ] [1214/3568] Completed FERG in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:59.525178] [INFO ] [sig       ] [1215/3568] Forecasting FEX...
[2025-12-18T20:21:59.525207] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-18T20:21:59.525238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-18T20:21:59.539498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-18T20:21:59.539798] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-18T20:21:59.540542] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-18T20:21:59.540609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:59.540834] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:59.540860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:59.540916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:59.598418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:59.599190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:59.599267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:59.599298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:21:59.707927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:21:59.708061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:21:59.708099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:21:59.708126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:21:59.711330] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-18T20:21:59.711612] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-18T20:21:59.711736] [INFO ] [sig       ] FEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:21:59.848467] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FEX.txt
[2025-12-18T20:21:59.848596] [INFO ] [sig       ] [1215/3568] Completed FEX in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:21:59.848635] [INFO ] [sig       ] [1216/3568] Forecasting FF...
[2025-12-18T20:21:59.848664] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-18T20:21:59.848693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-18T20:21:59.861102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-18T20:21:59.861379] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-18T20:21:59.862163] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-18T20:21:59.862213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:21:59.862244] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:21:59.862270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:21:59.862326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:21:59.917968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:21:59.918540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:21:59.918634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:21:59.918666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:00.036029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:00.036149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:00.036186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:00.036230] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:00.039386] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-18T20:22:00.039675] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-18T20:22:00.039824] [INFO ] [sig       ] FF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:00.178207] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FF.txt
[2025-12-18T20:22:00.178356] [INFO ] [sig       ] [1216/3568] Completed FF in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:22:00.178394] [INFO ] [sig       ] [1217/3568] Forecasting FFA...
[2025-12-18T20:22:00.178424] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-18T20:22:00.178454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-18T20:22:00.189288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-18T20:22:00.189610] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-18T20:22:00.190358] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-18T20:22:00.190408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:00.190439] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:00.190466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:00.190522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:00.247357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:00.248130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:00.248211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:00.248243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:00.365246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:00.365383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:00.365436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:00.365468] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:00.368957] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=59.87%)
[2025-12-18T20:22:00.369275] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-18T20:22:00.369403] [INFO ] [sig       ] FFA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:00.513989] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FFA.txt
[2025-12-18T20:22:00.514163] [INFO ] [sig       ] [1217/3568] Completed FFA in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:22:00.514214] [INFO ] [sig       ] [1218/3568] Forecasting FFBC...
[2025-12-18T20:22:00.514246] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-18T20:22:00.514276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-18T20:22:00.525970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-18T20:22:00.526310] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-18T20:22:00.527118] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-18T20:22:00.527174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:00.527221] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:00.527253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:00.527311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:00.584098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:00.584903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:00.585001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:00.585045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:00.701782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:00.701937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:00.701980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:00.702008] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:00.705310] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-18T20:22:00.705602] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-18T20:22:00.705728] [INFO ] [sig       ] FFBC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:00.844939] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FFBC.txt
[2025-12-18T20:22:00.845080] [INFO ] [sig       ] [1218/3568] Completed FFBC in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:22:00.845120] [INFO ] [sig       ] [1219/3568] Forecasting FFC...
[2025-12-18T20:22:00.845151] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-18T20:22:00.845181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-18T20:22:00.856533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-18T20:22:00.856868] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-18T20:22:00.857667] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-18T20:22:00.857719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:00.857750] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:00.857776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:00.857841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:00.914871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:00.915557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:00.915657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:00.915690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:01.043054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:01.043222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:01.043265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:01.043293] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:01.046851] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-18T20:22:01.047169] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-18T20:22:01.047308] [INFO ] [sig       ] FFC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:01.200893] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FFC.txt
[2025-12-18T20:22:01.201039] [INFO ] [sig       ] [1219/3568] Completed FFC in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:22:01.201077] [INFO ] [sig       ] [1220/3568] Forecasting FFIC...
[2025-12-18T20:22:01.201107] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-18T20:22:01.201137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-18T20:22:01.212766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-18T20:22:01.213081] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-18T20:22:01.213875] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-18T20:22:01.213926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:01.213957] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:01.213984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:01.214062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:01.271886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:01.272728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:01.272807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:01.272840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:01.396285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:01.396449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:01.396493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:01.396522] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:01.400461] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=23.34%)
[2025-12-18T20:22:01.400813] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-18T20:22:01.400956] [INFO ] [sig       ] FFIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:01.540983] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FFIC.txt
[2025-12-18T20:22:01.541137] [INFO ] [sig       ] [1220/3568] Completed FFIC in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-18T20:22:01.541176] [INFO ] [sig       ] [1221/3568] Forecasting FFIN...
[2025-12-18T20:22:01.541208] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-18T20:22:01.541239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-18T20:22:01.552776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-18T20:22:01.553090] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-18T20:22:01.553856] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-18T20:22:01.553906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:01.553937] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:01.553963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:01.554019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:01.610176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:01.611053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:01.611133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:01.611165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:01.724565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:01.724734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:01.724777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:01.724806] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:01.728060] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-18T20:22:01.728331] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-18T20:22:01.728453] [INFO ] [sig       ] FFIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:01.865516] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FFIN.txt
[2025-12-18T20:22:01.865666] [INFO ] [sig       ] [1221/3568] Completed FFIN in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-18T20:22:01.865708] [INFO ] [sig       ] [1222/3568] Forecasting FFWM...
[2025-12-18T20:22:01.865738] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-18T20:22:01.865770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-18T20:22:01.878308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-18T20:22:01.878706] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-18T20:22:01.879526] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-18T20:22:01.879607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:01.879643] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:01.879671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:01.879729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:01.934954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:01.935660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:01.935736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:01.935768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:02.056124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:02.056305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:02.056355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:02.056384] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:02.059971] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=56.58%)
[2025-12-18T20:22:02.060265] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-18T20:22:02.060406] [INFO ] [sig       ] FFWM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:02.196184] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FFWM.txt
[2025-12-18T20:22:02.196322] [INFO ] [sig       ] [1222/3568] Completed FFWM in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-18T20:22:02.196363] [INFO ] [sig       ] [1223/3568] Forecasting FG...
[2025-12-18T20:22:02.196392] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-18T20:22:02.196421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-18T20:22:02.208065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-18T20:22:02.208338] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-18T20:22:02.209136] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-18T20:22:02.209186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:02.209217] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:02.209244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:02.209300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:02.265930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:02.266749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:02.266826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:02.266858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:02.384941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:02.385127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:02.385169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:02.385198] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:02.388637] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=33.60%)
[2025-12-18T20:22:02.388971] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-18T20:22:02.389148] [INFO ] [sig       ] FG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:02.526551] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FG.txt
[2025-12-18T20:22:02.526700] [INFO ] [sig       ] [1223/3568] Completed FG in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:02.526737] [INFO ] [sig       ] [1224/3568] Forecasting FGEN...
[2025-12-18T20:22:02.526767] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-18T20:22:02.526797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-18T20:22:02.538153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-18T20:22:02.538476] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-18T20:22:02.539262] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-18T20:22:02.539312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:02.539342] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:02.539368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:02.539423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:02.594200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:02.594931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:02.595008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:02.595039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:02.712067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:02.712223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:02.712263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:02.712299] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:02.715603] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=60.68%)
[2025-12-18T20:22:02.715870] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-18T20:22:02.715998] [INFO ] [sig       ] FGEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:02.855980] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FGEN.txt
[2025-12-18T20:22:02.856135] [INFO ] [sig       ] [1224/3568] Completed FGEN in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:02.856173] [INFO ] [sig       ] [1225/3568] Forecasting FHB...
[2025-12-18T20:22:02.856202] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-18T20:22:02.856234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-18T20:22:02.868325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-18T20:22:02.868635] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-18T20:22:02.869455] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-18T20:22:02.869505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:02.869536] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:02.869561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:02.869636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:02.925058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:02.925754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:02.925832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:02.925863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:03.041636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:03.041791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:03.041831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:03.041859] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:03.045295] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=25.22%)
[2025-12-18T20:22:03.045567] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-18T20:22:03.045704] [INFO ] [sig       ] FHB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:03.182514] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FHB.txt
[2025-12-18T20:22:03.182698] [INFO ] [sig       ] [1225/3568] Completed FHB in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:03.182745] [INFO ] [sig       ] [1226/3568] Forecasting FHI...
[2025-12-18T20:22:03.182777] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-18T20:22:03.182811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-18T20:22:03.194038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-18T20:22:03.194345] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-18T20:22:03.195116] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-18T20:22:03.195166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:03.195197] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:03.195223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:03.195277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:03.251356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:03.252045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:03.252126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:03.252159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:03.367746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:03.367898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:03.367939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:03.367968] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:03.372161] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-18T20:22:03.372495] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-18T20:22:03.372667] [INFO ] [sig       ] FHI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:03.516312] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FHI.txt
[2025-12-18T20:22:03.516465] [INFO ] [sig       ] [1226/3568] Completed FHI in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:03.516508] [INFO ] [sig       ] [1227/3568] Forecasting FHN...
[2025-12-18T20:22:03.516596] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-18T20:22:03.516631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-18T20:22:03.529266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-18T20:22:03.529722] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-18T20:22:03.530558] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-18T20:22:03.530640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:03.530674] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:03.530702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:03.530759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:03.589192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:03.590103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:03.590190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:03.590223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:03.710769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:03.710911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:03.710953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:03.710982] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:03.714388] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-18T20:22:03.714737] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-18T20:22:03.714878] [INFO ] [sig       ] FHN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:03.853071] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FHN.txt
[2025-12-18T20:22:03.853229] [INFO ] [sig       ] [1227/3568] Completed FHN in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:03.853268] [INFO ] [sig       ] [1228/3568] Forecasting FHTX...
[2025-12-18T20:22:03.853296] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-18T20:22:03.853327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-18T20:22:03.872356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-18T20:22:03.872694] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-18T20:22:03.873443] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-18T20:22:03.873494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:03.873526] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:03.873562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:03.873652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:03.928782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:03.929490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:03.929589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:03.929623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:04.049926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:04.050079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:04.050123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:04.050153] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:04.053527] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-12-18T20:22:04.053828] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-18T20:22:04.053957] [INFO ] [sig       ] FHTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:04.194630] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FHTX.txt
[2025-12-18T20:22:04.194785] [INFO ] [sig       ] [1228/3568] Completed FHTX in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:04.194829] [INFO ] [sig       ] [1229/3568] Forecasting FIBK...
[2025-12-18T20:22:04.194861] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-18T20:22:04.194892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-18T20:22:04.206483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-18T20:22:04.206876] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-18T20:22:04.207757] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-18T20:22:04.207811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:04.207844] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:04.207871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:04.207930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:04.263337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:04.264192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:04.264281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:04.264314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:04.381071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:04.381221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:04.381277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:04.381306] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:04.384637] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2025-12-18T20:22:04.384907] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-18T20:22:04.385029] [INFO ] [sig       ] FIBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:04.522469] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FIBK.txt
[2025-12-18T20:22:04.522640] [INFO ] [sig       ] [1229/3568] Completed FIBK in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:04.522681] [INFO ] [sig       ] [1230/3568] Forecasting FICO...
[2025-12-18T20:22:04.522711] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-18T20:22:04.522741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-18T20:22:04.534258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-18T20:22:04.534640] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-18T20:22:04.535448] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-18T20:22:04.535501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:04.535533] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:04.535560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:04.535688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:04.592601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:04.593401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:04.593491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:04.593524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:04.716672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:04.716827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:04.716869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:04.716898] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:04.720258] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-18T20:22:04.720533] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-18T20:22:04.720674] [INFO ] [sig       ] FICO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:04.857775] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FICO.txt
[2025-12-18T20:22:04.857914] [INFO ] [sig       ] [1230/3568] Completed FICO in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:04.857953] [INFO ] [sig       ] [1231/3568] Forecasting FICS...
[2025-12-18T20:22:04.857982] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-18T20:22:04.858013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-18T20:22:04.869455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-18T20:22:04.869860] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-18T20:22:04.870660] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-18T20:22:04.870712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:04.870744] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:04.870795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:04.870871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:04.925836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:04.926637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:04.926718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:04.926751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:05.046020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:05.046176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:05.046218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:05.046248] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:05.049880] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2025-12-18T20:22:05.050231] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-18T20:22:05.050376] [INFO ] [sig       ] FICS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:05.189068] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FICS.txt
[2025-12-18T20:22:05.189219] [INFO ] [sig       ] [1231/3568] Completed FICS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:05.189258] [INFO ] [sig       ] [1232/3568] Forecasting FID...
[2025-12-18T20:22:05.189287] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-18T20:22:05.189318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-18T20:22:05.201049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-18T20:22:05.201419] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-18T20:22:05.202295] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-18T20:22:05.202349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:05.202381] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:05.202408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:05.202465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:05.258440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:05.259255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:05.259341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:05.259373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:05.379017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:05.379214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:05.379256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:05.379287] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:05.383370] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=38.93%)
[2025-12-18T20:22:05.383920] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-18T20:22:05.384056] [INFO ] [sig       ] FID: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:05.528280] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FID.txt
[2025-12-18T20:22:05.528467] [INFO ] [sig       ] [1232/3568] Completed FID in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:05.528516] [INFO ] [sig       ] [1233/3568] Forecasting FIGS...
[2025-12-18T20:22:05.528548] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-18T20:22:05.528599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-18T20:22:05.541215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-18T20:22:05.541652] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-18T20:22:05.542486] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-18T20:22:05.542541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:05.542608] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:05.542641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:05.542699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:05.620100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:05.621353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:05.621490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:05.621546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:05.777818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:05.778018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:05.778078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:05.778123] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:05.783327] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-12-18T20:22:05.783869] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-18T20:22:05.784082] [INFO ] [sig       ] FIGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:06.011389] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FIGS.txt
[2025-12-18T20:22:06.011665] [INFO ] [sig       ] [1233/3568] Completed FIGS in 0.5s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:06.011736] [INFO ] [sig       ] [1234/3568] Forecasting FIHL...
[2025-12-18T20:22:06.011791] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-18T20:22:06.011844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-18T20:22:06.033415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-18T20:22:06.034021] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-18T20:22:06.035404] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-18T20:22:06.035480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:06.035520] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:06.035556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:06.035665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:06.110287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:06.111472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:06.111616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:06.111659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:06.282911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:06.283111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:06.283163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:06.283198] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:06.287754] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-18T20:22:06.288144] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-18T20:22:06.288315] [INFO ] [sig       ] FIHL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:06.471349] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FIHL.txt
[2025-12-18T20:22:06.471560] [INFO ] [sig       ] [1234/3568] Completed FIHL in 0.5s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:06.471643] [INFO ] [sig       ] [1235/3568] Forecasting FINS...
[2025-12-18T20:22:06.471687] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-18T20:22:06.471733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-18T20:22:06.488012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-18T20:22:06.488513] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-18T20:22:06.489827] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-18T20:22:06.489926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:06.489972] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:06.490011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:06.490097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:06.578398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:06.579631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:06.579739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:06.579790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:06.715834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:06.715993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:06.716036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:06.716065] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:06.719773] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-18T20:22:06.720104] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-18T20:22:06.720242] [INFO ] [sig       ] FINS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:06.864045] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FINS.txt
[2025-12-18T20:22:06.864208] [INFO ] [sig       ] [1235/3568] Completed FINS in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:06.864255] [INFO ] [sig       ] [1236/3568] Forecasting FINX...
[2025-12-18T20:22:06.864286] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-18T20:22:06.864316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-18T20:22:06.875483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-18T20:22:06.875827] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-18T20:22:06.876601] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-18T20:22:06.876653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:06.876685] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:06.876713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:06.876768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:06.935496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:06.936355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:06.936439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:06.936473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:07.055617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:07.055776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:07.055818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:07.055846] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:07.060024] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-18T20:22:07.060630] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-18T20:22:07.060833] [INFO ] [sig       ] FINX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:07.199255] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FINX.txt
[2025-12-18T20:22:07.199398] [INFO ] [sig       ] [1236/3568] Completed FINX in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:07.199443] [INFO ] [sig       ] [1237/3568] Forecasting FIP...
[2025-12-18T20:22:07.199475] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-18T20:22:07.199505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-18T20:22:07.211091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-18T20:22:07.211387] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-18T20:22:07.212172] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-18T20:22:07.212223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:07.212255] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:07.212282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:07.212339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:07.268342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:07.268996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:07.269100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:07.269133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:07.390298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:07.390456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:07.390508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:07.390541] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:07.393988] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2025-12-18T20:22:07.394261] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-18T20:22:07.394385] [INFO ] [sig       ] FIP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:07.530921] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FIP.txt
[2025-12-18T20:22:07.531036] [INFO ] [sig       ] [1237/3568] Completed FIP in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-18T20:22:07.531074] [INFO ] [sig       ] [1238/3568] Forecasting FIS...
[2025-12-18T20:22:07.531103] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-18T20:22:07.531132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-18T20:22:07.542902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-18T20:22:07.543172] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-18T20:22:07.543960] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-18T20:22:07.544010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:07.544041] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:07.544067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:07.544123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:07.600385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:07.601250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:07.601336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:07.601369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:07.722479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:07.722652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:07.722695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:07.722724] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:07.726154] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-12-18T20:22:07.726473] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-18T20:22:07.726677] [INFO ] [sig       ] FIS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:07.872986] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FIS.txt
[2025-12-18T20:22:07.873133] [INFO ] [sig       ] [1238/3568] Completed FIS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-18T20:22:07.873172] [INFO ] [sig       ] [1239/3568] Forecasting FISI...
[2025-12-18T20:22:07.873203] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-18T20:22:07.873233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-18T20:22:07.886364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-18T20:22:07.886743] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-18T20:22:07.887514] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-18T20:22:07.887565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:07.887620] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:07.887647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:07.887703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:07.943280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:07.943938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:07.944015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:07.944047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:08.065640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:08.065797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:08.065839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:08.065868] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:08.069492] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-18T20:22:08.069777] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-18T20:22:08.070070] [INFO ] [sig       ] FISI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:08.209143] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FISI.txt
[2025-12-18T20:22:08.209265] [INFO ] [sig       ] [1239/3568] Completed FISI in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-18T20:22:08.209303] [INFO ] [sig       ] [1240/3568] Forecasting FITB...
[2025-12-18T20:22:08.209332] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-18T20:22:08.209362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-18T20:22:08.220454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-18T20:22:08.220765] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-18T20:22:08.221507] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-18T20:22:08.221557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:08.221607] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:08.221634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:08.221690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:08.279739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:08.280613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:08.280693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:08.280725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:08.405540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:08.405713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:08.405756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:08.405800] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:08.409077] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-18T20:22:08.409351] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-18T20:22:08.409478] [INFO ] [sig       ] FITB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:08.551696] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FITB.txt
[2025-12-18T20:22:08.551850] [INFO ] [sig       ] [1240/3568] Completed FITB in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-18T20:22:08.551889] [INFO ] [sig       ] [1241/3568] Forecasting FITBI...
[2025-12-18T20:22:08.551918] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-18T20:22:08.551947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-18T20:22:08.563637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-18T20:22:08.563977] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-18T20:22:08.564898] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-18T20:22:08.564951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:08.564983] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:08.565011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:08.565067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:08.625792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:08.626649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:08.626744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:08.626778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:08.755769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:08.755922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:08.755964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:08.755992] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:08.759445] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-12-18T20:22:08.759779] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-18T20:22:08.759914] [INFO ] [sig       ] FITBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:08.904356] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FITBI.txt
[2025-12-18T20:22:08.904520] [INFO ] [sig       ] [1241/3568] Completed FITBI in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-18T20:22:08.904559] [INFO ] [sig       ] [1242/3568] Forecasting FITBO...
[2025-12-18T20:22:08.904607] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-18T20:22:08.904641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-18T20:22:08.916532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-18T20:22:08.916869] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-18T20:22:08.917733] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-18T20:22:08.917788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:08.917819] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:08.917855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:08.917937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:08.974263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:08.975118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:08.975218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:08.975276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:09.102196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:09.102378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:09.102427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:09.102458] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:09.106011] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=44.59%)
[2025-12-18T20:22:09.106454] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-18T20:22:09.106604] [INFO ] [sig       ] FITBO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:09.246124] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FITBO.txt
[2025-12-18T20:22:09.246300] [INFO ] [sig       ] [1242/3568] Completed FITBO in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:09.246350] [INFO ] [sig       ] [1243/3568] Forecasting FIVE...
[2025-12-18T20:22:09.246381] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-18T20:22:09.246412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-18T20:22:09.258603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-18T20:22:09.258966] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-18T20:22:09.259904] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-18T20:22:09.259956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:09.259989] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:09.260016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:09.260083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:09.319251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:09.320213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:09.320309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:09.320352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:09.446272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:09.446428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:09.446469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:09.446496] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:09.449822] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-12-18T20:22:09.450100] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-18T20:22:09.450223] [INFO ] [sig       ] FIVE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:09.592139] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FIVE.txt
[2025-12-18T20:22:09.592331] [INFO ] [sig       ] [1243/3568] Completed FIVE in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:09.592374] [INFO ] [sig       ] [1244/3568] Forecasting FIVN...
[2025-12-18T20:22:09.592405] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-18T20:22:09.592435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-18T20:22:09.604204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-18T20:22:09.604532] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-18T20:22:09.605348] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-18T20:22:09.605400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:09.605444] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:09.605472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:09.605528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:09.661975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:09.662798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:09.662880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:09.662912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:09.805508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:09.805684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:09.805728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:09.805758] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:09.809919] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=32.56%)
[2025-12-18T20:22:09.810254] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-18T20:22:09.810415] [INFO ] [sig       ] FIVN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:09.958065] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FIVN.txt
[2025-12-18T20:22:09.958229] [INFO ] [sig       ] [1244/3568] Completed FIVN in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:09.958269] [INFO ] [sig       ] [1245/3568] Forecasting FIX...
[2025-12-18T20:22:09.958297] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-18T20:22:09.958328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-18T20:22:09.970565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-18T20:22:09.971134] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-18T20:22:09.971963] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-18T20:22:09.972015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:09.972046] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:09.972074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:09.972131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:10.033174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:10.034042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:10.034126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:10.034161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:10.159843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:10.159999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:10.160043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:10.160072] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:10.163459] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-18T20:22:10.163776] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-18T20:22:10.163910] [INFO ] [sig       ] FIX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:10.302265] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FIX.txt
[2025-12-18T20:22:10.302414] [INFO ] [sig       ] [1245/3568] Completed FIX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:10.302454] [INFO ] [sig       ] [1246/3568] Forecasting FIXD...
[2025-12-18T20:22:10.302484] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-18T20:22:10.302514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-18T20:22:10.314050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-18T20:22:10.314383] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-18T20:22:10.315372] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-18T20:22:10.315424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:10.315456] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:10.315484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:10.315540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:10.373939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:10.374770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:10.374852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:10.374886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:10.499378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:10.499535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:10.499596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:10.499631] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:10.503137] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2025-12-18T20:22:10.503461] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-18T20:22:10.503629] [INFO ] [sig       ] FIXD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:10.647909] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FIXD.txt
[2025-12-18T20:22:10.648054] [INFO ] [sig       ] [1246/3568] Completed FIXD in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:10.648095] [INFO ] [sig       ] [1247/3568] Forecasting FIZZ...
[2025-12-18T20:22:10.648124] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-18T20:22:10.648154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-18T20:22:10.659413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-18T20:22:10.659789] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-18T20:22:10.660660] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-18T20:22:10.660716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:10.660779] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:10.660808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:10.660865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:10.716806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:10.717626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:10.717733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:10.717770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:10.839724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:10.839886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:10.839928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:10.839957] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:10.843342] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=20.92%)
[2025-12-18T20:22:10.843657] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-18T20:22:10.843789] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:10.983457] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FIZZ.txt
[2025-12-18T20:22:10.983627] [INFO ] [sig       ] [1247/3568] Completed FIZZ in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:10.983669] [INFO ] [sig       ] [1248/3568] Forecasting FJP...
[2025-12-18T20:22:10.983707] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-18T20:22:10.983736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-18T20:22:10.994618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-18T20:22:10.994968] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-18T20:22:10.995742] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-18T20:22:10.995793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:10.995825] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:10.995851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:10.995906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:11.052284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:11.053125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:11.053206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:11.053238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:11.161835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:11.161991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:11.162034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:11.162062] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:11.165408] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-12-18T20:22:11.165727] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-18T20:22:11.165856] [INFO ] [sig       ] FJP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:11.305080] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FJP.txt
[2025-12-18T20:22:11.305234] [INFO ] [sig       ] [1248/3568] Completed FJP in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:11.305273] [INFO ] [sig       ] [1249/3568] Forecasting FLEX...
[2025-12-18T20:22:11.305303] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-18T20:22:11.305333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-18T20:22:11.316820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-18T20:22:11.317189] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-18T20:22:11.317964] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-18T20:22:11.318015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:11.318046] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:11.318073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:11.318129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:11.374691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:11.375532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:11.375637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:11.375670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:11.495096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:11.495259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:11.495301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:11.495328] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:11.498745] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-12-18T20:22:11.499307] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-18T20:22:11.499447] [INFO ] [sig       ] FLEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:11.642616] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FLEX.txt
[2025-12-18T20:22:11.642767] [INFO ] [sig       ] [1249/3568] Completed FLEX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:11.642806] [INFO ] [sig       ] [1250/3568] Forecasting FLGC...
[2025-12-18T20:22:11.642837] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-18T20:22:11.642868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-18T20:22:11.655522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-18T20:22:11.655871] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-18T20:22:11.656682] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-18T20:22:11.656736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:11.656767] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:11.656794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:11.656850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:11.714525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:11.715212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:11.715292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:11.715324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:11.830409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:11.830559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:11.830620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:11.830686] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:11.834061] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-18T20:22:11.834335] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-18T20:22:11.834461] [INFO ] [sig       ] FLGC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:11.976539] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FLGC.txt
[2025-12-18T20:22:11.976688] [INFO ] [sig       ] [1250/3568] Completed FLGC in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:11.976727] [INFO ] [sig       ] [1251/3568] Forecasting FLL...
[2025-12-18T20:22:11.976757] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-18T20:22:11.976787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-18T20:22:11.988247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-18T20:22:11.988547] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-18T20:22:11.989358] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-18T20:22:11.989411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:11.989443] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:11.989469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:11.989526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:12.049475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:12.050223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:12.050303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:12.050337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:12.170547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:12.170714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:12.170764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:12.170816] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:12.174158] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=45.93%)
[2025-12-18T20:22:12.174430] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-18T20:22:12.174553] [INFO ] [sig       ] FLL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:12.319289] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FLL.txt
[2025-12-18T20:22:12.319460] [INFO ] [sig       ] [1251/3568] Completed FLL in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:12.319509] [INFO ] [sig       ] [1252/3568] Forecasting FLNC...
[2025-12-18T20:22:12.319541] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-18T20:22:12.319587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-18T20:22:12.331873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-18T20:22:12.332188] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-18T20:22:12.332995] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-18T20:22:12.333047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:12.333079] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:12.333106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:12.333176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:12.389569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:12.390423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:12.390518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:12.390562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:12.511212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:12.511391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:12.511448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:12.511484] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:12.515889] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-12-18T20:22:12.516215] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-18T20:22:12.516371] [INFO ] [sig       ] FLNC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:12.658255] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FLNC.txt
[2025-12-18T20:22:12.658393] [INFO ] [sig       ] [1252/3568] Completed FLNC in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:12.658431] [INFO ] [sig       ] [1253/3568] Forecasting FLNG...
[2025-12-18T20:22:12.658460] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-18T20:22:12.658490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-18T20:22:12.669946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-18T20:22:12.670236] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-18T20:22:12.671023] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-18T20:22:12.671074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:12.671104] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:12.671131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:12.671186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:12.729157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:12.729982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:12.730064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:12.730113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:12.848535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:12.848708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:12.848752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:12.848781] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:12.852202] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-12-18T20:22:12.852481] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-18T20:22:12.852625] [INFO ] [sig       ] FLNG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:12.996613] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FLNG.txt
[2025-12-18T20:22:12.996780] [INFO ] [sig       ] [1253/3568] Completed FLNG in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:12.996820] [INFO ] [sig       ] [1254/3568] Forecasting FLO...
[2025-12-18T20:22:12.996851] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-18T20:22:12.996883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-18T20:22:13.009368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-18T20:22:13.009712] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-18T20:22:13.010482] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-18T20:22:13.010534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:13.010565] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:13.010615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:13.010674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:13.074142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:13.075068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:13.075167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:13.075204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:13.203437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:13.203638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:13.203688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:13.203722] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:13.207464] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2025-12-18T20:22:13.207822] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-18T20:22:13.207965] [INFO ] [sig       ] FLO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:13.358206] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FLO.txt
[2025-12-18T20:22:13.358356] [INFO ] [sig       ] [1254/3568] Completed FLO in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:13.358396] [INFO ] [sig       ] [1255/3568] Forecasting FLS...
[2025-12-18T20:22:13.358426] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-18T20:22:13.358457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-18T20:22:13.370144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-18T20:22:13.370489] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-18T20:22:13.371298] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-18T20:22:13.371351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:13.371382] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:13.371409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:13.371478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:13.427689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:13.428615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:13.428705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:13.428738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:13.550735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:13.550888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:13.550929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:13.550957] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:13.554267] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-12-18T20:22:13.554539] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-18T20:22:13.554679] [INFO ] [sig       ] FLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:13.693492] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FLS.txt
[2025-12-18T20:22:13.693663] [INFO ] [sig       ] [1255/3568] Completed FLS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-18T20:22:13.693709] [INFO ] [sig       ] [1256/3568] Forecasting FLUX...
[2025-12-18T20:22:13.693739] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-18T20:22:13.693769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-18T20:22:13.706649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-18T20:22:13.706963] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-18T20:22:13.707739] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-18T20:22:13.707790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:13.707820] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:13.707846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:13.707901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:13.763432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:13.764185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:13.764269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:13.764301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:13.882478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:13.882636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:13.882680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:13.882709] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:13.886017] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-12-18T20:22:13.886290] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-18T20:22:13.886417] [INFO ] [sig       ] FLUX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:14.024505] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FLUX.txt
[2025-12-18T20:22:14.024661] [INFO ] [sig       ] [1256/3568] Completed FLUX in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-18T20:22:14.024701] [INFO ] [sig       ] [1257/3568] Forecasting FLWS...
[2025-12-18T20:22:14.024731] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-18T20:22:14.024762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-18T20:22:14.035885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-18T20:22:14.036250] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-18T20:22:14.037085] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-18T20:22:14.037138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:14.037170] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:14.037198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:14.037255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:14.096659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:14.097601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:14.097722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:14.097758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:14.216298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:14.216450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:14.216491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:14.216543] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:14.219877] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=20.12%)
[2025-12-18T20:22:14.220147] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-18T20:22:14.220268] [INFO ] [sig       ] FLWS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:14.361553] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FLWS.txt
[2025-12-18T20:22:14.361718] [INFO ] [sig       ] [1257/3568] Completed FLWS in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-18T20:22:14.361756] [INFO ] [sig       ] [1258/3568] Forecasting FLXS...
[2025-12-18T20:22:14.361785] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-18T20:22:14.361814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-18T20:22:14.374118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-18T20:22:14.374476] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-18T20:22:14.375316] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-18T20:22:14.375369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:14.375401] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:14.375427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:14.375484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:14.432156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:14.432910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:14.432989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:14.433022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:14.548294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:14.548452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:14.548493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:14.548521] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:14.551836] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2025-12-18T20:22:14.552105] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-18T20:22:14.552228] [INFO ] [sig       ] FLXS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:14.688654] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FLXS.txt
[2025-12-18T20:22:14.688800] [INFO ] [sig       ] [1258/3568] Completed FLXS in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-18T20:22:14.688846] [INFO ] [sig       ] [1259/3568] Forecasting FLYE...
[2025-12-18T20:22:14.688880] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-18T20:22:14.688916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-18T20:22:14.700389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-18T20:22:14.700715] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-18T20:22:14.701684] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-18T20:22:14.701735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:14.701766] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:14.701792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:14.701847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:14.757759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:14.758602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:14.758683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:14.758716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:14.875492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:14.875664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:14.875740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:14.875779] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:14.879698] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-12-18T20:22:14.880012] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-18T20:22:14.880153] [INFO ] [sig       ] FLYE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:15.023183] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FLYE.txt
[2025-12-18T20:22:15.023317] [INFO ] [sig       ] [1259/3568] Completed FLYE in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:15.023355] [INFO ] [sig       ] [1260/3568] Forecasting FMAO...
[2025-12-18T20:22:15.023384] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-18T20:22:15.023415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-18T20:22:15.034475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-18T20:22:15.034743] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-18T20:22:15.035490] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-18T20:22:15.035540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:15.035588] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:15.035617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:15.035674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:15.091987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:15.092621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:15.092696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:15.092728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:15.205700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:15.205857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:15.205899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:15.205928] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:15.209249] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2025-12-18T20:22:15.209519] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-18T20:22:15.209656] [INFO ] [sig       ] FMAO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:15.347460] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FMAO.txt
[2025-12-18T20:22:15.347620] [INFO ] [sig       ] [1260/3568] Completed FMAO in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:15.347662] [INFO ] [sig       ] [1261/3568] Forecasting FMB...
[2025-12-18T20:22:15.347691] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-18T20:22:15.347720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-18T20:22:15.362223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-18T20:22:15.362674] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-18T20:22:15.363639] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-18T20:22:15.363699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:15.363736] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:15.363767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:15.363839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:15.426331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:15.427233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:15.427317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:15.427351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:15.549680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:15.549835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:15.549876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:15.549905] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:15.553307] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=35.12%)
[2025-12-18T20:22:15.553617] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-18T20:22:15.553748] [INFO ] [sig       ] FMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:15.694445] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FMB.txt
[2025-12-18T20:22:15.694620] [INFO ] [sig       ] [1261/3568] Completed FMB in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:15.694664] [INFO ] [sig       ] [1262/3568] Forecasting FMBH...
[2025-12-18T20:22:15.694694] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-18T20:22:15.694725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-18T20:22:15.705664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-18T20:22:15.705985] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-18T20:22:15.706775] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-18T20:22:15.706826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:15.706857] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:15.706884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:15.706939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:15.770011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:15.771057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:15.771148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:15.771181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:15.893417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:15.893593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:15.893639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:15.893667] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:15.897295] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-18T20:22:15.897629] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-18T20:22:15.897771] [INFO ] [sig       ] FMBH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:16.044611] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FMBH.txt
[2025-12-18T20:22:16.044783] [INFO ] [sig       ] [1262/3568] Completed FMBH in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:16.044830] [INFO ] [sig       ] [1263/3568] Forecasting FMC...
[2025-12-18T20:22:16.044864] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-18T20:22:16.044899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-18T20:22:16.056674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-18T20:22:16.057010] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-18T20:22:16.057788] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-18T20:22:16.057839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:16.057871] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:16.057897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:16.057957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:16.117776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:16.118531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:16.118628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:16.118663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:16.241727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:16.241888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:16.241938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:16.241970] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:16.245383] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-18T20:22:16.245680] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-18T20:22:16.245818] [INFO ] [sig       ] FMC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:16.386515] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FMC.txt
[2025-12-18T20:22:16.386679] [INFO ] [sig       ] [1263/3568] Completed FMC in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:16.386719] [INFO ] [sig       ] [1264/3568] Forecasting FMHI...
[2025-12-18T20:22:16.386749] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-18T20:22:16.386779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-18T20:22:16.398131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-18T20:22:16.398474] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-18T20:22:16.399318] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-18T20:22:16.399371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:16.399449] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:16.399478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:16.399535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:16.457821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:16.458702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:16.458784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:16.458817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:16.580226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:16.580374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:16.580414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:16.580443] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:16.583834] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-12-18T20:22:16.584109] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-18T20:22:16.584235] [INFO ] [sig       ] FMHI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:16.740128] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FMHI.txt
[2025-12-18T20:22:16.740333] [INFO ] [sig       ] [1264/3568] Completed FMHI in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:16.740386] [INFO ] [sig       ] [1265/3568] Forecasting FMN...
[2025-12-18T20:22:16.740429] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-18T20:22:16.740470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-18T20:22:16.755242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-18T20:22:16.755692] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-18T20:22:16.756764] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-18T20:22:16.756842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:16.756893] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:16.756936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:16.757019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:16.820348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:16.821180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:16.821258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:16.821291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:16.934374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:16.934526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:16.934566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:16.934615] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:16.937876] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-18T20:22:16.938144] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-18T20:22:16.938266] [INFO ] [sig       ] FMN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:17.076224] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FMN.txt
[2025-12-18T20:22:17.076373] [INFO ] [sig       ] [1265/3568] Completed FMN in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:17.076411] [INFO ] [sig       ] [1266/3568] Forecasting FMNB...
[2025-12-18T20:22:17.076441] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-18T20:22:17.076472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-18T20:22:17.087643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-18T20:22:17.087957] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-18T20:22:17.088739] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-18T20:22:17.088790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:17.088821] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:17.088847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:17.088902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:17.148159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:17.149058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:17.149139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:17.149171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:17.264682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:17.264853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:17.264903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:17.264937] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:17.268433] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-12-18T20:22:17.268754] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-18T20:22:17.268886] [INFO ] [sig       ] FMNB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:17.411281] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FMNB.txt
[2025-12-18T20:22:17.411436] [INFO ] [sig       ] [1266/3568] Completed FMNB in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:17.411476] [INFO ] [sig       ] [1267/3568] Forecasting FMS...
[2025-12-18T20:22:17.411506] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-18T20:22:17.411541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-18T20:22:17.423386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-18T20:22:17.423731] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-18T20:22:17.424545] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-18T20:22:17.424614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:17.424647] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:17.424674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:17.424732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:17.482188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:17.483053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:17.483135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:17.483168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:17.601625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:17.601779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:17.601828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:17.601902] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:17.605313] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-18T20:22:17.605626] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-18T20:22:17.605754] [INFO ] [sig       ] FMS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:17.743862] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FMS.txt
[2025-12-18T20:22:17.744005] [INFO ] [sig       ] [1267/3568] Completed FMS in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:17.744044] [INFO ] [sig       ] [1268/3568] Forecasting FMX...
[2025-12-18T20:22:17.744072] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-18T20:22:17.744102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-18T20:22:17.755066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-18T20:22:17.755394] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-18T20:22:17.756175] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-18T20:22:17.756237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:17.756268] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:17.756294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:17.756349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:17.811002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:17.811772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:17.811853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:17.811884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:17.931617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:17.931766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:17.931808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:17.931836] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:17.935106] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-18T20:22:17.935381] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-18T20:22:17.935506] [INFO ] [sig       ] FMX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:18.074138] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FMX.txt
[2025-12-18T20:22:18.074283] [INFO ] [sig       ] [1268/3568] Completed FMX in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:18.074323] [INFO ] [sig       ] [1269/3568] Forecasting FN...
[2025-12-18T20:22:18.074355] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-18T20:22:18.074385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-18T20:22:18.085516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-18T20:22:18.085879] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-18T20:22:18.086671] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-18T20:22:18.086722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:18.086753] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:18.086780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:18.086837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:18.143392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:18.144252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:18.144337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:18.144370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:18.265241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:18.265396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:18.265437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:18.265470] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:18.269205] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=44.50%)
[2025-12-18T20:22:18.269515] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-18T20:22:18.269667] [INFO ] [sig       ] FN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:18.411160] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FN.txt
[2025-12-18T20:22:18.411296] [INFO ] [sig       ] [1269/3568] Completed FN in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:18.411334] [INFO ] [sig       ] [1270/3568] Forecasting FNB...
[2025-12-18T20:22:18.411364] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-18T20:22:18.411394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-18T20:22:18.423542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-18T20:22:18.423912] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-18T20:22:18.424701] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-18T20:22:18.424751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:18.424787] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:18.424820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:18.424890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:18.481696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:18.482452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:18.482536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:18.482570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:18.604908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:18.605058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:18.605101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:18.605129] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:18.608517] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=25.90%)
[2025-12-18T20:22:18.608811] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-18T20:22:18.608938] [INFO ] [sig       ] FNB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:18.753960] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FNB.txt
[2025-12-18T20:22:18.754100] [INFO ] [sig       ] [1270/3568] Completed FNB in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:18.754139] [INFO ] [sig       ] [1271/3568] Forecasting FND...
[2025-12-18T20:22:18.754168] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-18T20:22:18.754199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-18T20:22:18.765637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-18T20:22:18.765963] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-18T20:22:18.766758] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-18T20:22:18.766809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:18.766841] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:18.766868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:18.766923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:18.825272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:18.826034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:18.826116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:18.826148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:18.946239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:18.946401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:18.946443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:18.946471] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:18.949901] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2025-12-18T20:22:18.950173] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-18T20:22:18.950296] [INFO ] [sig       ] FND: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:19.088286] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FND.txt
[2025-12-18T20:22:19.088446] [INFO ] [sig       ] [1271/3568] Completed FND in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:19.088492] [INFO ] [sig       ] [1272/3568] Forecasting FNF...
[2025-12-18T20:22:19.088522] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-18T20:22:19.088553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-18T20:22:19.100257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-18T20:22:19.100617] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-18T20:22:19.101392] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-18T20:22:19.101443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:19.101474] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:19.101501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:19.101557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:19.157173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:19.157984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:19.158067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:19.158099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:19.276629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:19.276785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:19.276827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:19.276856] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:19.280164] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=35.74%)
[2025-12-18T20:22:19.280447] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-18T20:22:19.280598] [INFO ] [sig       ] FNF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:19.419462] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FNF.txt
[2025-12-18T20:22:19.419635] [INFO ] [sig       ] [1272/3568] Completed FNF in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:19.419675] [INFO ] [sig       ] [1273/3568] Forecasting FNKO...
[2025-12-18T20:22:19.419704] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-18T20:22:19.419734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-18T20:22:19.431457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-18T20:22:19.431824] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-18T20:22:19.432622] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-18T20:22:19.432672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:19.432702] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:19.432728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:19.432788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:19.488473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:19.489336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:19.489422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:19.489454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:19.607792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:19.607951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:19.607992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:19.608021] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:19.611338] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-18T20:22:19.611637] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-18T20:22:19.611780] [INFO ] [sig       ] FNKO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:19.766438] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FNKO.txt
[2025-12-18T20:22:19.766611] [INFO ] [sig       ] [1273/3568] Completed FNKO in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-18T20:22:19.766651] [INFO ] [sig       ] [1274/3568] Forecasting FNLC...
[2025-12-18T20:22:19.766681] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-18T20:22:19.766710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-18T20:22:19.778368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-18T20:22:19.778749] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-18T20:22:19.779562] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-18T20:22:19.779628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:19.779659] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:19.779685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:19.779742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:19.835315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:19.836147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:19.836259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:19.836293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:19.940865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:19.941027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:19.941071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:19.941099] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:19.944483] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-18T20:22:19.944792] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-18T20:22:19.944920] [INFO ] [sig       ] FNLC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:20.083388] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FNLC.txt
[2025-12-18T20:22:20.083538] [INFO ] [sig       ] [1274/3568] Completed FNLC in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-18T20:22:20.083596] [INFO ] [sig       ] [1275/3568] Forecasting FNX...
[2025-12-18T20:22:20.083627] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-18T20:22:20.083657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-18T20:22:20.095045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-18T20:22:20.095309] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-18T20:22:20.096074] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-18T20:22:20.096124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:20.096155] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:20.096182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:20.096238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:20.151780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:20.152376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:20.152452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:20.152482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:20.266391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:20.266538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:20.266615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:20.266648] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:20.269957] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-18T20:22:20.270233] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-18T20:22:20.270350] [INFO ] [sig       ] FNX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:20.407780] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FNX.txt
[2025-12-18T20:22:20.407890] [INFO ] [sig       ] [1275/3568] Completed FNX in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-18T20:22:20.407927] [INFO ] [sig       ] [1276/3568] Forecasting FNY...
[2025-12-18T20:22:20.407956] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-18T20:22:20.407985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-18T20:22:20.418938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-18T20:22:20.419327] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-18T20:22:20.420138] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-18T20:22:20.420188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:20.420218] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:20.420244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:20.420298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:20.480008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:20.481010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:20.481102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:20.481135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:20.589375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:20.589524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:20.589566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:20.589613] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:20.592967] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-18T20:22:20.593232] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-18T20:22:20.593350] [INFO ] [sig       ] FNY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:20.730967] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FNY.txt
[2025-12-18T20:22:20.731100] [INFO ] [sig       ] [1276/3568] Completed FNY in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:20.731137] [INFO ] [sig       ] [1277/3568] Forecasting FOA...
[2025-12-18T20:22:20.731165] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-18T20:22:20.731195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-18T20:22:20.742805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-18T20:22:20.743085] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-18T20:22:20.743860] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-18T20:22:20.743911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:20.743942] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:20.743968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:20.744038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:20.799368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:20.799964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:20.800053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:20.800084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:20.922334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:20.922448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:20.922485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:20.922513] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:20.925639] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-12-18T20:22:20.925918] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-18T20:22:20.926056] [INFO ] [sig       ] FOA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:21.063040] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FOA.txt
[2025-12-18T20:22:21.063179] [INFO ] [sig       ] [1277/3568] Completed FOA in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:21.063217] [INFO ] [sig       ] [1278/3568] Forecasting FOF...
[2025-12-18T20:22:21.063246] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-18T20:22:21.063276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-18T20:22:21.074872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-18T20:22:21.075139] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-18T20:22:21.075895] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-18T20:22:21.075950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:21.075981] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:21.076007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:21.076062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:21.131829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:21.132446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:21.132522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:21.132553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:21.246476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:21.246640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:21.246679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:21.246710] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:21.250139] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-18T20:22:21.250419] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-18T20:22:21.250543] [INFO ] [sig       ] FOF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:21.388094] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FOF.txt
[2025-12-18T20:22:21.388209] [INFO ] [sig       ] [1278/3568] Completed FOF in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:21.388247] [INFO ] [sig       ] [1279/3568] Forecasting FOLD...
[2025-12-18T20:22:21.388276] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-18T20:22:21.388305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-18T20:22:21.399597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-18T20:22:21.399866] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-18T20:22:21.400627] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-18T20:22:21.400677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:21.400708] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:21.400745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:21.400803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:21.456444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:21.457080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:21.457156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:21.457187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:21.574381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:21.574502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:21.574540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:21.574584] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:21.577726] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-12-18T20:22:21.577991] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-18T20:22:21.578111] [INFO ] [sig       ] FOLD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:21.716047] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FOLD.txt
[2025-12-18T20:22:21.716224] [INFO ] [sig       ] [1279/3568] Completed FOLD in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:21.716267] [INFO ] [sig       ] [1280/3568] Forecasting FORM...
[2025-12-18T20:22:21.716297] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-18T20:22:21.716330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-18T20:22:21.729461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-18T20:22:21.729833] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-18T20:22:21.730682] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-18T20:22:21.730734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:21.730767] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:21.730793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:21.730849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:21.786029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:21.786825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:21.786909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:21.786941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:21.910125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:21.910413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:21.910458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:21.910486] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:21.913991] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=20.05%)
[2025-12-18T20:22:21.914288] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-18T20:22:21.914425] [INFO ] [sig       ] FORM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:22.050835] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FORM.txt
[2025-12-18T20:22:22.050975] [INFO ] [sig       ] [1280/3568] Completed FORM in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:22.051013] [INFO ] [sig       ] [1281/3568] Forecasting FOSL...
[2025-12-18T20:22:22.051042] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-18T20:22:22.051070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-18T20:22:22.062861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-18T20:22:22.063212] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-18T20:22:22.063995] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-18T20:22:22.064047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:22.064104] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:22.064132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:22.064189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:22.119526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:22.120292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:22.120371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:22.120403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:22.240268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:22.240415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:22.240456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:22.240484] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:22.243804] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-18T20:22:22.244080] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-18T20:22:22.244204] [INFO ] [sig       ] FOSL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:22.382397] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FOSL.txt
[2025-12-18T20:22:22.382529] [INFO ] [sig       ] [1281/3568] Completed FOSL in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:22.382566] [INFO ] [sig       ] [1282/3568] Forecasting FOX...
[2025-12-18T20:22:22.382616] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-18T20:22:22.382647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-18T20:22:22.394502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-18T20:22:22.394838] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-18T20:22:22.395802] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-18T20:22:22.395853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:22.395883] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:22.395909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:22.395964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:22.452146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:22.452805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:22.452882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:22.452913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:22.575445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:22.575665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:22.575709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:22.575738] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:22.579186] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-12-18T20:22:22.579468] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-18T20:22:22.579614] [INFO ] [sig       ] FOX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:22.716442] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FOX.txt
[2025-12-18T20:22:22.716602] [INFO ] [sig       ] [1282/3568] Completed FOX in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:22.716642] [INFO ] [sig       ] [1283/3568] Forecasting FOXA...
[2025-12-18T20:22:22.716671] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-18T20:22:22.716707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-18T20:22:22.728560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-18T20:22:22.728907] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-18T20:22:22.729716] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-18T20:22:22.729766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:22.729798] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:22.729823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:22.729878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:22.785180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:22.785853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:22.785933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:22.785965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:22.903421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:22.903583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:22.903625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:22.903652] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:22.906941] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-18T20:22:22.907217] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-18T20:22:22.907341] [INFO ] [sig       ] FOXA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:23.045217] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FOXA.txt
[2025-12-18T20:22:23.045346] [INFO ] [sig       ] [1283/3568] Completed FOXA in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:23.045384] [INFO ] [sig       ] [1284/3568] Forecasting FOXF...
[2025-12-18T20:22:23.045413] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-18T20:22:23.045444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-18T20:22:23.057521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-18T20:22:23.057894] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-18T20:22:23.058706] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-18T20:22:23.058759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:23.058792] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:23.058819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:23.058876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:23.115016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:23.115851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:23.115938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:23.115972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:23.238011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:23.238198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:23.238241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:23.238312] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:23.242034] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-18T20:22:23.242369] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-18T20:22:23.242513] [INFO ] [sig       ] FOXF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:23.380794] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FOXF.txt
[2025-12-18T20:22:23.380926] [INFO ] [sig       ] [1284/3568] Completed FOXF in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:23.380964] [INFO ] [sig       ] [1285/3568] Forecasting FPF...
[2025-12-18T20:22:23.380994] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-18T20:22:23.381023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-18T20:22:23.392633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-18T20:22:23.392939] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-18T20:22:23.393747] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-18T20:22:23.393800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:23.393833] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:23.393860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:23.393917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:23.450347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:23.451161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:23.451241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:23.451274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:23.570298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:23.570445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:23.570487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:23.570516] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:23.573871] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=45.46%)
[2025-12-18T20:22:23.574146] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-18T20:22:23.574271] [INFO ] [sig       ] FPF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:23.717152] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FPF.txt
[2025-12-18T20:22:23.717360] [INFO ] [sig       ] [1285/3568] Completed FPF in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:23.717419] [INFO ] [sig       ] [1286/3568] Forecasting FPH...
[2025-12-18T20:22:23.717466] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-18T20:22:23.717513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-18T20:22:23.734016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-18T20:22:23.734391] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-18T20:22:23.735214] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-18T20:22:23.735265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:23.735296] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:23.735323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:23.735380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:23.791618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:23.792508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:23.792616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:23.792651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:23.909634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:23.909785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:23.909827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:23.909876] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:23.913171] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-12-18T20:22:23.913441] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-18T20:22:23.913564] [INFO ] [sig       ] FPH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:24.051111] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FPH.txt
[2025-12-18T20:22:24.051243] [INFO ] [sig       ] [1286/3568] Completed FPH in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:24.051281] [INFO ] [sig       ] [1287/3568] Forecasting FPI...
[2025-12-18T20:22:24.051310] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-18T20:22:24.051340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-18T20:22:24.062595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-18T20:22:24.062891] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-18T20:22:24.063660] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-18T20:22:24.063711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:24.063742] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:24.063768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:24.063824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:24.122215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:24.123008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:24.123089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:24.123121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:24.241348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:24.241499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:24.241542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:24.241590] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:24.245001] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=72.59%)
[2025-12-18T20:22:24.245287] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-18T20:22:24.245414] [INFO ] [sig       ] FPI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:24.389403] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FPI.txt
[2025-12-18T20:22:24.389555] [INFO ] [sig       ] [1287/3568] Completed FPI in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:24.389612] [INFO ] [sig       ] [1288/3568] Forecasting FPXI...
[2025-12-18T20:22:24.389642] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-18T20:22:24.389672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-18T20:22:24.400512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-18T20:22:24.400886] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-18T20:22:24.401661] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-18T20:22:24.401712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:24.401743] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:24.401768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:24.401827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:24.464077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:24.464987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:24.465071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:24.465103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:24.575291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:24.575446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:24.575489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:24.575518] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:24.579049] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2025-12-18T20:22:24.579329] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-18T20:22:24.579482] [INFO ] [sig       ] FPXI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:24.722269] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FPXI.txt
[2025-12-18T20:22:24.722402] [INFO ] [sig       ] [1288/3568] Completed FPXI in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:24.722441] [INFO ] [sig       ] [1289/3568] Forecasting FRA...
[2025-12-18T20:22:24.722470] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-18T20:22:24.722500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-18T20:22:24.734099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-18T20:22:24.734366] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-18T20:22:24.735135] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-18T20:22:24.735186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:24.735216] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:24.735242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:24.735297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:24.792695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:24.793380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:24.793460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:24.793493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:24.916137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:24.916298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:24.916346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:24.916375] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:24.919763] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=84.74%)
[2025-12-18T20:22:24.920033] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-18T20:22:24.920161] [INFO ] [sig       ] FRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:25.064009] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FRA.txt
[2025-12-18T20:22:25.064153] [INFO ] [sig       ] [1289/3568] Completed FRA in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:25.064190] [INFO ] [sig       ] [1290/3568] Forecasting FRBA...
[2025-12-18T20:22:25.064219] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-18T20:22:25.064251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-18T20:22:25.076210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-18T20:22:25.076624] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-18T20:22:25.077445] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-18T20:22:25.077498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:25.077530] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:25.077557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:25.077659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:25.136676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:25.137374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:25.137453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:25.137487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:25.265956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:25.266127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:25.266171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:25.266199] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:25.269757] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-18T20:22:25.270114] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-18T20:22:25.270261] [INFO ] [sig       ] FRBA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:25.413027] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FRBA.txt
[2025-12-18T20:22:25.413180] [INFO ] [sig       ] [1290/3568] Completed FRBA in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:25.413220] [INFO ] [sig       ] [1291/3568] Forecasting FRGE...
[2025-12-18T20:22:25.413250] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-18T20:22:25.413280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-18T20:22:25.424872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-18T20:22:25.425211] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-18T20:22:25.426010] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-18T20:22:25.426065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:25.426097] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:25.426126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:25.426183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:25.485218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:25.486094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:25.486208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:25.486251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:25.613873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:25.614062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:25.614110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:25.614141] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:25.617761] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2025-12-18T20:22:25.618076] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-18T20:22:25.618211] [INFO ] [sig       ] FRGE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:25.765504] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FRGE.txt
[2025-12-18T20:22:25.765680] [INFO ] [sig       ] [1291/3568] Completed FRGE in 0.4s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-18T20:22:25.765721] [INFO ] [sig       ] [1292/3568] Forecasting FRHC...
[2025-12-18T20:22:25.765752] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-18T20:22:25.765782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-18T20:22:25.777746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-18T20:22:25.778140] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-18T20:22:25.778952] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-18T20:22:25.779017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:25.779078] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:25.779107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:25.779164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:25.838064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:25.838993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:25.839102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:25.839136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:25.963126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:25.963300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:25.963348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:25.963378] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:25.967125] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=89.00%)
[2025-12-18T20:22:25.967505] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-18T20:22:25.967714] [INFO ] [sig       ] FRHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:26.114385] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FRHC.txt
[2025-12-18T20:22:26.114544] [INFO ] [sig       ] [1292/3568] Completed FRHC in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-18T20:22:26.114604] [INFO ] [sig       ] [1293/3568] Forecasting FRME...
[2025-12-18T20:22:26.114639] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-18T20:22:26.114670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-18T20:22:26.126699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-18T20:22:26.127066] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-18T20:22:26.127850] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-18T20:22:26.127903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:26.127935] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:26.127962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:26.128020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:26.185080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:26.185995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:26.186084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:26.186118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:26.309690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:26.309860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:26.309904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:26.309932] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:26.313464] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-12-18T20:22:26.313805] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-18T20:22:26.313939] [INFO ] [sig       ] FRME: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:26.454737] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FRME.txt
[2025-12-18T20:22:26.454890] [INFO ] [sig       ] [1293/3568] Completed FRME in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-18T20:22:26.454929] [INFO ] [sig       ] [1294/3568] Forecasting FRO...
[2025-12-18T20:22:26.454960] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-18T20:22:26.454990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-18T20:22:26.467603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-18T20:22:26.467974] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-18T20:22:26.468774] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-18T20:22:26.468827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:26.468860] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:26.468887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:26.468946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:26.526566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:26.527437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:26.527520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:26.527553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:26.649698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:26.649846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:26.649887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:26.649916] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:26.653155] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-18T20:22:26.653418] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-18T20:22:26.653547] [INFO ] [sig       ] FRO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:26.794128] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FRO.txt
[2025-12-18T20:22:26.794282] [INFO ] [sig       ] [1294/3568] Completed FRO in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:26.794321] [INFO ] [sig       ] [1295/3568] Forecasting FROG...
[2025-12-18T20:22:26.794350] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-18T20:22:26.794379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-18T20:22:26.805732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-18T20:22:26.805997] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-18T20:22:26.806783] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-18T20:22:26.806836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:26.806870] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:26.806898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:26.806956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:26.864290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:26.864915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:26.864994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:26.865028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:26.989533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:26.989742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:26.989785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:26.989815] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:26.993330] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=40.14%)
[2025-12-18T20:22:26.993633] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-18T20:22:26.993769] [INFO ] [sig       ] FROG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:27.135241] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FROG.txt
[2025-12-18T20:22:27.135389] [INFO ] [sig       ] [1295/3568] Completed FROG in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:27.135428] [INFO ] [sig       ] [1296/3568] Forecasting FRPH...
[2025-12-18T20:22:27.135458] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-18T20:22:27.135488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-18T20:22:27.146933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-18T20:22:27.147193] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-18T20:22:27.147989] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-18T20:22:27.148046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:27.148083] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:27.148116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:27.148183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:27.206063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:27.206776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:27.206857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:27.206890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:27.330793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:27.330945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:27.330988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:27.331018] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:27.334911] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-18T20:22:27.335193] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-18T20:22:27.335508] [INFO ] [sig       ] FRPH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:27.479834] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FRPH.txt
[2025-12-18T20:22:27.479953] [INFO ] [sig       ] [1296/3568] Completed FRPH in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:27.479990] [INFO ] [sig       ] [1297/3568] Forecasting FRSH...
[2025-12-18T20:22:27.480020] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-18T20:22:27.480049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-18T20:22:27.491645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-18T20:22:27.491928] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-18T20:22:27.492721] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-18T20:22:27.492771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:27.492802] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:27.492829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:27.492885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:27.548911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:27.549520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:27.549611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:27.549645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:27.674586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:27.674750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:27.674797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:27.674828] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:27.678217] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=70.65%)
[2025-12-18T20:22:27.678502] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-18T20:22:27.678638] [INFO ] [sig       ] FRSH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:27.817726] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FRSH.txt
[2025-12-18T20:22:27.817871] [INFO ] [sig       ] [1297/3568] Completed FRSH in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:27.817910] [INFO ] [sig       ] [1298/3568] Forecasting FRSX...
[2025-12-18T20:22:27.817940] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-18T20:22:27.817969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-18T20:22:27.829749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-18T20:22:27.830105] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-18T20:22:27.830889] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-18T20:22:27.830939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:27.831001] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:27.831035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:27.831105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:27.888718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:27.889551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:27.889648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:27.889680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:28.005357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:28.005511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:28.005552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:28.005599] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:28.008917] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-12-18T20:22:28.009245] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-18T20:22:28.009367] [INFO ] [sig       ] FRSX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:28.147618] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FRSX.txt
[2025-12-18T20:22:28.147770] [INFO ] [sig       ] [1298/3568] Completed FRSX in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:28.147810] [INFO ] [sig       ] [1299/3568] Forecasting FSBC...
[2025-12-18T20:22:28.147841] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-18T20:22:28.147871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-18T20:22:28.159299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-18T20:22:28.159622] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-18T20:22:28.160422] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-18T20:22:28.160473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:28.160505] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:28.160532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:28.160608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:28.216877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:28.217523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:28.217617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:28.217651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:28.338851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:28.339055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:28.339108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:28.339136] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:28.342586] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-12-18T20:22:28.342856] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-18T20:22:28.342980] [INFO ] [sig       ] FSBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:28.481453] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FSBC.txt
[2025-12-18T20:22:28.481595] [INFO ] [sig       ] [1299/3568] Completed FSBC in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:28.481635] [INFO ] [sig       ] [1300/3568] Forecasting FSCO...
[2025-12-18T20:22:28.481664] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-18T20:22:28.481694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-18T20:22:28.493098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-18T20:22:28.493414] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-18T20:22:28.494202] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-18T20:22:28.494254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:28.494286] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:28.494314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:28.494369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:28.550547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:28.551432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:28.551512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:28.551544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:28.668513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:28.668678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:28.668720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:28.668749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:28.672143] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=51.11%)
[2025-12-18T20:22:28.672419] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-18T20:22:28.672547] [INFO ] [sig       ] FSCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:28.814400] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FSCO.txt
[2025-12-18T20:22:28.814529] [INFO ] [sig       ] [1300/3568] Completed FSCO in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:28.814583] [INFO ] [sig       ] [1301/3568] Forecasting FSK...
[2025-12-18T20:22:28.814618] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-18T20:22:28.814649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-18T20:22:28.826840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-18T20:22:28.827156] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-18T20:22:28.827961] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-18T20:22:28.828014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:28.828047] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:28.828074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:28.828137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:28.886274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:28.887039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:28.887122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:28.887156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:29.006000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:29.006184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:29.006228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:29.006289] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:29.009859] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2025-12-18T20:22:29.010164] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-18T20:22:29.010301] [INFO ] [sig       ] FSK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:29.150291] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FSK.txt
[2025-12-18T20:22:29.150424] [INFO ] [sig       ] [1301/3568] Completed FSK in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:29.150461] [INFO ] [sig       ] [1302/3568] Forecasting FSLY...
[2025-12-18T20:22:29.150490] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-18T20:22:29.150521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-18T20:22:29.162969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-18T20:22:29.163333] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-18T20:22:29.164129] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-18T20:22:29.164182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:29.164215] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:29.164243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:29.164300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:29.224150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:29.224916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:29.224998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:29.225032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:29.347478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:29.347649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:29.347693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:29.347723] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:29.351213] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=33.72%)
[2025-12-18T20:22:29.351553] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-18T20:22:29.351704] [INFO ] [sig       ] FSLY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:29.495548] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FSLY.txt
[2025-12-18T20:22:29.495717] [INFO ] [sig       ] [1302/3568] Completed FSLY in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:29.495756] [INFO ] [sig       ] [1303/3568] Forecasting FSM...
[2025-12-18T20:22:29.495786] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-18T20:22:29.495815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-18T20:22:29.507261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-18T20:22:29.507611] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-18T20:22:29.508483] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-18T20:22:29.508536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:29.508618] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:29.508651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:29.508709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:29.566448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:29.567311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:29.567395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:29.567429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:29.687630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:29.687783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:29.687826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:29.687857] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:29.691259] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-18T20:22:29.691543] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-18T20:22:29.691692] [INFO ] [sig       ] FSM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:29.833486] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FSM.txt
[2025-12-18T20:22:29.833642] [INFO ] [sig       ] [1303/3568] Completed FSM in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:29.833683] [INFO ] [sig       ] [1304/3568] Forecasting FSS...
[2025-12-18T20:22:29.833713] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-18T20:22:29.833743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-18T20:22:29.845203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-18T20:22:29.845494] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-18T20:22:29.846253] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-18T20:22:29.846303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:29.846334] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:29.846360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:29.846417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:29.904321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:29.905129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:29.905212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:29.905244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:30.031987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:30.032141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:30.032183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:30.032212] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:30.035679] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-12-18T20:22:30.035961] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-18T20:22:30.036089] [INFO ] [sig       ] FSS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:30.180505] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FSS.txt
[2025-12-18T20:22:30.180656] [INFO ] [sig       ] [1304/3568] Completed FSS in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:30.180700] [INFO ] [sig       ] [1305/3568] Forecasting FTA...
[2025-12-18T20:22:30.180730] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-18T20:22:30.180761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-18T20:22:30.192623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-18T20:22:30.192982] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-18T20:22:30.193791] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-18T20:22:30.193843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:30.193876] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:30.193904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:30.193962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:30.253373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:30.254220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:30.254301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:30.254335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:30.374123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:30.374283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:30.374328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:30.374357] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:30.377737] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-18T20:22:30.378017] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-18T20:22:30.378141] [INFO ] [sig       ] FTA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:30.518104] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTA.txt
[2025-12-18T20:22:30.518233] [INFO ] [sig       ] [1305/3568] Completed FTA in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:30.518273] [INFO ] [sig       ] [1306/3568] Forecasting FTAI...
[2025-12-18T20:22:30.518301] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-18T20:22:30.518329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-18T20:22:30.530594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-18T20:22:30.531034] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-18T20:22:30.531936] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-18T20:22:30.531990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:30.532023] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:30.532051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:30.532110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:30.589290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:30.590078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:30.590163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:30.590196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:30.712495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:30.712688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:30.712733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:30.712762] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:30.716256] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-18T20:22:30.716542] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-18T20:22:30.716693] [INFO ] [sig       ] FTAI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:30.860300] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTAI.txt
[2025-12-18T20:22:30.860455] [INFO ] [sig       ] [1306/3568] Completed FTAI in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:30.860502] [INFO ] [sig       ] [1307/3568] Forecasting FTC...
[2025-12-18T20:22:30.860533] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-18T20:22:30.860564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-18T20:22:30.872074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-18T20:22:30.872349] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-18T20:22:30.873142] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-18T20:22:30.873196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:30.873227] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:30.873254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:30.873311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:30.931498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:30.932261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:30.932342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:30.932375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:31.047121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:31.047276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:31.047318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:31.047346] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:31.050642] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-18T20:22:31.050909] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-18T20:22:31.051028] [INFO ] [sig       ] FTC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:31.191672] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTC.txt
[2025-12-18T20:22:31.191823] [INFO ] [sig       ] [1307/3568] Completed FTC in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:31.191861] [INFO ] [sig       ] [1308/3568] Forecasting FTCI...
[2025-12-18T20:22:31.191891] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-18T20:22:31.191920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-18T20:22:31.202837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-18T20:22:31.203096] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-18T20:22:31.203854] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-18T20:22:31.203904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:31.203935] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:31.203962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:31.204018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:31.260001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:31.260817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:31.260927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:31.260960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:31.379775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:31.379923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:31.379964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:31.379992] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:31.383252] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=17.47%)
[2025-12-18T20:22:31.383519] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-18T20:22:31.383675] [INFO ] [sig       ] FTCI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:31.523945] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTCI.txt
[2025-12-18T20:22:31.524096] [INFO ] [sig       ] [1308/3568] Completed FTCI in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-18T20:22:31.524135] [INFO ] [sig       ] [1309/3568] Forecasting FTCS...
[2025-12-18T20:22:31.524166] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-18T20:22:31.524196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-18T20:22:31.535200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-18T20:22:31.535481] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-18T20:22:31.536248] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-18T20:22:31.536299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:31.536330] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:31.536356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:31.536413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:31.592136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:31.592779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:31.592855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:31.592885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:31.706693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:31.706842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:31.706883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:31.706912] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:31.710198] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-18T20:22:31.710471] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-18T20:22:31.710611] [INFO ] [sig       ] FTCS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:31.904213] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTCS.txt
[2025-12-18T20:22:31.904359] [INFO ] [sig       ] [1309/3568] Completed FTCS in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-18T20:22:31.904400] [INFO ] [sig       ] [1310/3568] Forecasting FTEK...
[2025-12-18T20:22:31.904430] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-18T20:22:31.904459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-18T20:22:31.915661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-18T20:22:31.915920] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-18T20:22:31.916684] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-18T20:22:31.916735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:31.916767] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:31.916793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:31.916849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:31.972609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:31.973308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:31.973386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:31.973418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:32.087397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:32.087546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:32.087606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:32.087654] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:32.090964] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-12-18T20:22:32.091237] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-18T20:22:32.091357] [INFO ] [sig       ] FTEK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:32.230632] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTEK.txt
[2025-12-18T20:22:32.230778] [INFO ] [sig       ] [1310/3568] Completed FTEK in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-18T20:22:32.230818] [INFO ] [sig       ] [1311/3568] Forecasting FTGC...
[2025-12-18T20:22:32.230848] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-18T20:22:32.230878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-18T20:22:32.242133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-18T20:22:32.242390] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-18T20:22:32.243143] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-18T20:22:32.243195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:32.243227] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:32.243253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:32.243308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:32.298834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:32.299508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:32.299602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:32.299637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:32.416064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:32.416206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:32.416246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:32.416275] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:32.419510] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-18T20:22:32.419792] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-18T20:22:32.419913] [INFO ] [sig       ] FTGC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:32.558902] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTGC.txt
[2025-12-18T20:22:32.559083] [INFO ] [sig       ] [1311/3568] Completed FTGC in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:32.559124] [INFO ] [sig       ] [1312/3568] Forecasting FTGS...
[2025-12-18T20:22:32.559154] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-18T20:22:32.559184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-18T20:22:32.570311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-18T20:22:32.570565] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-18T20:22:32.571320] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-18T20:22:32.571372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:32.571404] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:32.571430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:32.571486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:32.626836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:32.627639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:32.627734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:32.627766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:32.744266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:32.744405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:32.744443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:32.744472] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:32.747718] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-18T20:22:32.747986] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-18T20:22:32.748107] [INFO ] [sig       ] FTGS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:32.887514] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTGS.txt
[2025-12-18T20:22:32.887684] [INFO ] [sig       ] [1312/3568] Completed FTGS in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:32.887725] [INFO ] [sig       ] [1313/3568] Forecasting FTHI...
[2025-12-18T20:22:32.887754] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-18T20:22:32.887783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-18T20:22:32.900518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-18T20:22:32.900859] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-18T20:22:32.901648] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-18T20:22:32.901700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:32.901731] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:32.901758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:32.901814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:32.959303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:32.959980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:32.960058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:32.960090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:33.079383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:33.079526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:33.079582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:33.079614] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:33.083180] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-18T20:22:33.083702] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-18T20:22:33.083837] [INFO ] [sig       ] FTHI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:33.227604] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTHI.txt
[2025-12-18T20:22:33.227735] [INFO ] [sig       ] [1313/3568] Completed FTHI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:33.227774] [INFO ] [sig       ] [1314/3568] Forecasting FTHM...
[2025-12-18T20:22:33.227803] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-18T20:22:33.227832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-18T20:22:33.240393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-18T20:22:33.240703] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-18T20:22:33.241697] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-18T20:22:33.241749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:33.241792] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:33.241821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:33.241878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:33.301080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:33.302273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:33.302357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:33.302389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:33.424860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:33.425015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:33.425057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:33.425086] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:33.428672] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-18T20:22:33.428956] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-18T20:22:33.429094] [INFO ] [sig       ] FTHM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:33.573504] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTHM.txt
[2025-12-18T20:22:33.573694] [INFO ] [sig       ] [1314/3568] Completed FTHM in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:33.573739] [INFO ] [sig       ] [1315/3568] Forecasting FTHY...
[2025-12-18T20:22:33.573768] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-18T20:22:33.573797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-18T20:22:33.586402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-18T20:22:33.586766] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-18T20:22:33.587654] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-18T20:22:33.587706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:33.587765] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:33.587793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:33.587850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:33.650961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:33.651900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:33.651997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:33.652036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:33.779647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:33.779802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:33.779844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:33.779871] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:33.783618] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-18T20:22:33.783896] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-18T20:22:33.784018] [INFO ] [sig       ] FTHY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:33.925225] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTHY.txt
[2025-12-18T20:22:33.925337] [INFO ] [sig       ] [1315/3568] Completed FTHY in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:33.925376] [INFO ] [sig       ] [1316/3568] Forecasting FTI...
[2025-12-18T20:22:33.925404] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-18T20:22:33.925433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-18T20:22:33.936499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-18T20:22:33.936808] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-18T20:22:33.937607] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-18T20:22:33.937658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:33.937690] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:33.937717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:33.937773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:33.993294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:33.993894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:33.993971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:33.994002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:34.114920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:34.115083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:34.115128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:34.115155] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:34.118733] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2025-12-18T20:22:34.119108] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-18T20:22:34.119247] [INFO ] [sig       ] FTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:34.259629] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTI.txt
[2025-12-18T20:22:34.259776] [INFO ] [sig       ] [1316/3568] Completed FTI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:34.259813] [INFO ] [sig       ] [1317/3568] Forecasting FTK...
[2025-12-18T20:22:34.259843] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-18T20:22:34.259872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-18T20:22:34.271884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-18T20:22:34.272214] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-18T20:22:34.273177] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-18T20:22:34.273228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:34.273260] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:34.273286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:34.273342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:34.332258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:34.333311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:34.333394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:34.333427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:34.455015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:34.455169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:34.455211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:34.455239] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:34.458821] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=36.72%)
[2025-12-18T20:22:34.459112] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-18T20:22:34.459241] [INFO ] [sig       ] FTK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:34.601169] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTK.txt
[2025-12-18T20:22:34.601298] [INFO ] [sig       ] [1317/3568] Completed FTK in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:34.601339] [INFO ] [sig       ] [1318/3568] Forecasting FTLF...
[2025-12-18T20:22:34.601375] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-18T20:22:34.601407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-18T20:22:34.613865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-18T20:22:34.614153] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-18T20:22:34.614963] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-18T20:22:34.615015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:34.615048] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:34.615076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:34.615134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:34.673162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:34.673798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:34.673875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:34.673907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:34.780551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:34.780713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:34.780754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:34.780813] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:34.784068] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2025-12-18T20:22:34.784338] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-18T20:22:34.784460] [INFO ] [sig       ] FTLF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:34.920586] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTLF.txt
[2025-12-18T20:22:34.920693] [INFO ] [sig       ] [1318/3568] Completed FTLF in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:34.920731] [INFO ] [sig       ] [1319/3568] Forecasting FTQI...
[2025-12-18T20:22:34.920759] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-18T20:22:34.920789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-18T20:22:34.932444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-18T20:22:34.932732] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-18T20:22:34.933470] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-18T20:22:34.933521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:34.933553] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:34.933602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:34.933660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:34.988874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:34.989480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:34.989558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:34.989607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:35.108591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:35.108712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:35.108751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:35.108780] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:35.112145] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=68.03%)
[2025-12-18T20:22:35.112412] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-18T20:22:35.112742] [INFO ] [sig       ] FTQI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:35.257081] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTQI.txt
[2025-12-18T20:22:35.257193] [INFO ] [sig       ] [1319/3568] Completed FTQI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:35.257231] [INFO ] [sig       ] [1320/3568] Forecasting FTRE...
[2025-12-18T20:22:35.257260] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-18T20:22:35.257289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-18T20:22:35.268720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-18T20:22:35.268987] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-18T20:22:35.269775] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-18T20:22:35.269827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:35.269859] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:35.269885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:35.269942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:35.329440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:35.330078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:35.330155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:35.330188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:35.458422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:35.458597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:35.458641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:35.458671] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:35.462026] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=57.22%)
[2025-12-18T20:22:35.462302] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-18T20:22:35.462427] [INFO ] [sig       ] FTRE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:35.602410] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTRE.txt
[2025-12-18T20:22:35.602746] [INFO ] [sig       ] [1320/3568] Completed FTRE in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:35.602804] [INFO ] [sig       ] [1321/3568] Forecasting FTRI...
[2025-12-18T20:22:35.602835] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-18T20:22:35.602864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-18T20:22:35.614867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-18T20:22:35.615129] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-18T20:22:35.615891] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-18T20:22:35.615943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:35.615974] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:35.616000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:35.616056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:35.675858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:35.676707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:35.676807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:35.676847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:35.799073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:35.799227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:35.799281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:35.799324] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:35.802590] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-18T20:22:35.802864] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-18T20:22:35.802987] [INFO ] [sig       ] FTRI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:35.939790] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTRI.txt
[2025-12-18T20:22:35.939935] [INFO ] [sig       ] [1321/3568] Completed FTRI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:35.939976] [INFO ] [sig       ] [1322/3568] Forecasting FTS...
[2025-12-18T20:22:35.940004] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-18T20:22:35.940033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-18T20:22:35.951549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-18T20:22:35.951902] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-18T20:22:35.952694] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-18T20:22:35.952746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:35.952779] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:35.952807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:35.952865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:36.008693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:36.009431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:36.009514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:36.009547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:36.136047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:36.136202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:36.136245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:36.136275] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:36.139676] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=57.95%)
[2025-12-18T20:22:36.139952] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-18T20:22:36.140077] [INFO ] [sig       ] FTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:36.279595] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTS.txt
[2025-12-18T20:22:36.279749] [INFO ] [sig       ] [1322/3568] Completed FTS in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:36.279790] [INFO ] [sig       ] [1323/3568] Forecasting FTSL...
[2025-12-18T20:22:36.279818] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-18T20:22:36.279848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-18T20:22:36.291088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-18T20:22:36.291383] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-18T20:22:36.292195] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-18T20:22:36.292247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:36.292279] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:36.292306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:36.292361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:36.348852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:36.349734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:36.349817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:36.349889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:36.464899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:36.465054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:36.465096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:36.465125] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:36.468536] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-18T20:22:36.468839] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-18T20:22:36.468979] [INFO ] [sig       ] FTSL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:36.611630] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTSL.txt
[2025-12-18T20:22:36.611758] [INFO ] [sig       ] [1323/3568] Completed FTSL in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:36.611797] [INFO ] [sig       ] [1324/3568] Forecasting FTSM...
[2025-12-18T20:22:36.611826] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-18T20:22:36.611855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-18T20:22:36.622999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-18T20:22:36.623270] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-18T20:22:36.624038] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-18T20:22:36.624089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:36.624121] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:36.624148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:36.624203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:36.681316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:36.681948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:36.682025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:36.682058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:36.787884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:36.788035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:36.788077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:36.788105] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:36.791451] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-18T20:22:36.791745] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-18T20:22:36.791871] [INFO ] [sig       ] FTSM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:36.928679] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTSM.txt
[2025-12-18T20:22:36.928795] [INFO ] [sig       ] [1324/3568] Completed FTSM in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:36.928833] [INFO ] [sig       ] [1325/3568] Forecasting FTXL...
[2025-12-18T20:22:36.928861] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-18T20:22:36.928890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-18T20:22:36.939779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-18T20:22:36.940044] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-18T20:22:36.940855] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-18T20:22:36.940908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:36.940942] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:36.940970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:36.941039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:36.997810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:36.998461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:36.998566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:36.998616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:37.119094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:37.119251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:37.119293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:37.119321] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:37.122625] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2025-12-18T20:22:37.122897] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-18T20:22:37.123018] [INFO ] [sig       ] FTXL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:37.266114] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTXL.txt
[2025-12-18T20:22:37.266270] [INFO ] [sig       ] [1325/3568] Completed FTXL in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:37.266313] [INFO ] [sig       ] [1326/3568] Forecasting FTXN...
[2025-12-18T20:22:37.266342] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-18T20:22:37.266371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-18T20:22:37.278651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-18T20:22:37.279014] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-18T20:22:37.279840] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-18T20:22:37.279891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:37.279922] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:37.279948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:37.280004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:37.337528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:37.338371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:37.338451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:37.338483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:37.460815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:37.460991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:37.461035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:37.461063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:37.464982] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=54.19%)
[2025-12-18T20:22:37.465271] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-18T20:22:37.465408] [INFO ] [sig       ] FTXN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:37.605451] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FTXN.txt
[2025-12-18T20:22:37.605626] [INFO ] [sig       ] [1326/3568] Completed FTXN in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-18T20:22:37.605670] [INFO ] [sig       ] [1327/3568] Forecasting FTXO...
[2025-12-18T20:22:37.605701] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-18T20:22:37.605731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-18T20:22:37.618697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-18T20:22:37.619101] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-18T20:22:37.619925] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-18T20:22:37.619977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:37.620010] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:37.620038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:37.620095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:37.678737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:37.679727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:37.679832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:37.679866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:37.805627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:37.805782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:37.805824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:37.805853] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:37.809311] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-12-18T20:22:37.809619] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-18T20:22:37.809751] [INFO ] [sig       ] FTXO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:37.952479] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FTXO.txt
[2025-12-18T20:22:37.952652] [INFO ] [sig       ] [1327/3568] Completed FTXO in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-18T20:22:37.952696] [INFO ] [sig       ] [1328/3568] Forecasting FUBO...
[2025-12-18T20:22:37.952727] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-18T20:22:37.952757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-18T20:22:37.964469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-18T20:22:37.964994] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-18T20:22:37.965811] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-18T20:22:37.965863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:37.965896] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:37.965923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:37.965980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:38.024518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:38.025409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:38.025496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:38.025528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:38.150169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:38.150326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:38.150369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:38.150398] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:38.153827] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2025-12-18T20:22:38.154105] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-18T20:22:38.154231] [INFO ] [sig       ] FUBO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:38.306709] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FUBO.txt
[2025-12-18T20:22:38.306888] [INFO ] [sig       ] [1328/3568] Completed FUBO in 0.4s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:38.306930] [INFO ] [sig       ] [1329/3568] Forecasting FUL...
[2025-12-18T20:22:38.306960] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-18T20:22:38.306996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-18T20:22:38.319259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-18T20:22:38.319645] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-18T20:22:38.320393] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-18T20:22:38.320444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:38.320475] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:38.320502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:38.320558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:38.377974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:38.378845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:38.378927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:38.378958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:38.503236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:38.503394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:38.503436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:38.503466] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:38.507106] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-18T20:22:38.507435] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-18T20:22:38.507568] [INFO ] [sig       ] FUL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:38.656979] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FUL.txt
[2025-12-18T20:22:38.657125] [INFO ] [sig       ] [1329/3568] Completed FUL in 0.4s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:38.657166] [INFO ] [sig       ] [1330/3568] Forecasting FULC...
[2025-12-18T20:22:38.657198] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-18T20:22:38.657229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-18T20:22:38.669324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-18T20:22:38.669683] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-18T20:22:38.670514] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-18T20:22:38.670567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:38.670621] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:38.670649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:38.670707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:38.731626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:38.732333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:38.732419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:38.732453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:38.870045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:38.870195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:38.870236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:38.870264] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:38.873763] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-12-18T20:22:38.874040] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-18T20:22:38.874165] [INFO ] [sig       ] FULC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:39.013827] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FULC.txt
[2025-12-18T20:22:39.013973] [INFO ] [sig       ] [1330/3568] Completed FULC in 0.4s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:39.014012] [INFO ] [sig       ] [1331/3568] Forecasting FUN...
[2025-12-18T20:22:39.014041] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-18T20:22:39.014071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-18T20:22:39.026031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-18T20:22:39.026357] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-18T20:22:39.027118] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-18T20:22:39.027169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:39.027201] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:39.027228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:39.027284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:39.083462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:39.084266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:39.084352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:39.084384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:39.209775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:39.209922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:39.209961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:39.209990] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:39.213387] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=57.83%)
[2025-12-18T20:22:39.213682] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-18T20:22:39.213808] [INFO ] [sig       ] FUN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:39.359589] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FUN.txt
[2025-12-18T20:22:39.359739] [INFO ] [sig       ] [1331/3568] Completed FUN in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:39.359779] [INFO ] [sig       ] [1332/3568] Forecasting FUNC...
[2025-12-18T20:22:39.359808] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-18T20:22:39.359837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-18T20:22:39.370804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-18T20:22:39.371081] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-18T20:22:39.371839] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-18T20:22:39.371890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:39.371945] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:39.371973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:39.372029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:39.428290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:39.428879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:39.428956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:39.428988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:39.544720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:39.544859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:39.544898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:39.544926] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:39.548167] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2025-12-18T20:22:39.548431] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-18T20:22:39.548549] [INFO ] [sig       ] FUNC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:39.687406] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FUNC.txt
[2025-12-18T20:22:39.687511] [INFO ] [sig       ] [1332/3568] Completed FUNC in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:39.687548] [INFO ] [sig       ] [1333/3568] Forecasting FUND...
[2025-12-18T20:22:39.687593] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-18T20:22:39.687625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-18T20:22:39.699536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-18T20:22:39.699926] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-18T20:22:39.700899] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-18T20:22:39.700952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:39.700984] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:39.701011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:39.701067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:39.760359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:39.761390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:39.761474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:39.761507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:39.874782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:39.874916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:39.874956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:39.874983] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:39.878191] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-12-18T20:22:39.878457] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-18T20:22:39.878592] [INFO ] [sig       ] FUND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:40.020224] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FUND.txt
[2025-12-18T20:22:40.020381] [INFO ] [sig       ] [1333/3568] Completed FUND in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:40.020423] [INFO ] [sig       ] [1334/3568] Forecasting FVCB...
[2025-12-18T20:22:40.020452] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-18T20:22:40.020482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-18T20:22:40.032238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-18T20:22:40.032621] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-18T20:22:40.033424] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-18T20:22:40.033476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:40.033509] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:40.033537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:40.033616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:40.094204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:40.094896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:40.094976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:40.095009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:40.208853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:40.209034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:40.209076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:40.209104] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:40.212387] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=48.38%)
[2025-12-18T20:22:40.212675] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-18T20:22:40.212797] [INFO ] [sig       ] FVCB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:40.352708] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FVCB.txt
[2025-12-18T20:22:40.352845] [INFO ] [sig       ] [1334/3568] Completed FVCB in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:40.352884] [INFO ] [sig       ] [1335/3568] Forecasting FWONA...
[2025-12-18T20:22:40.352913] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-18T20:22:40.352944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-18T20:22:40.364438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-18T20:22:40.364759] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-18T20:22:40.365513] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-18T20:22:40.365563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:40.365614] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:40.365641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:40.365698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:40.423326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:40.424262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:40.424345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:40.424377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:40.543943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:40.544099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:40.544141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:40.544201] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:40.547552] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-18T20:22:40.547841] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-18T20:22:40.547962] [INFO ] [sig       ] FWONA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:40.688431] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FWONA.txt
[2025-12-18T20:22:40.688606] [INFO ] [sig       ] [1335/3568] Completed FWONA in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:40.688648] [INFO ] [sig       ] [1336/3568] Forecasting FWONK...
[2025-12-18T20:22:40.688678] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-18T20:22:40.688709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-18T20:22:40.700841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-18T20:22:40.701155] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-18T20:22:40.701969] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-18T20:22:40.702023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:40.702056] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:40.702084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:40.702141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:40.764093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:40.764957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:40.765040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:40.765074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:40.880419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:40.880589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:40.880633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:40.880661] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:40.883994] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-18T20:22:40.884293] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-18T20:22:40.884426] [INFO ] [sig       ] FWONK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:41.024346] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FWONK.txt
[2025-12-18T20:22:41.024497] [INFO ] [sig       ] [1336/3568] Completed FWONK in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:41.024537] [INFO ] [sig       ] [1337/3568] Forecasting FWRD...
[2025-12-18T20:22:41.024567] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-18T20:22:41.024619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-18T20:22:41.035913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-18T20:22:41.036229] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-18T20:22:41.037069] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-18T20:22:41.037123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:41.037157] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:41.037185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:41.037243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:41.096411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:41.097304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:41.097387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:41.097420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:41.218683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:41.218833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:41.218874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:41.218903] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:41.222614] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-12-18T20:22:41.222881] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-18T20:22:41.223001] [INFO ] [sig       ] FWRD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:41.361897] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/FWRD.txt
[2025-12-18T20:22:41.362025] [INFO ] [sig       ] [1337/3568] Completed FWRD in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:41.362062] [INFO ] [sig       ] [1338/3568] Forecasting FWRG...
[2025-12-18T20:22:41.362090] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-18T20:22:41.362120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-18T20:22:41.374529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-18T20:22:41.374914] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-18T20:22:41.375716] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-18T20:22:41.375779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:41.375813] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:41.375840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:41.375897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:41.435308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:41.436192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:41.436276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:41.436310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:41.560745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:41.560908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:41.560949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:41.560977] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:41.564615] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=53.38%)
[2025-12-18T20:22:41.565035] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-18T20:22:41.565154] [INFO ] [sig       ] FWRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:41.705742] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FWRG.txt
[2025-12-18T20:22:41.705887] [INFO ] [sig       ] [1338/3568] Completed FWRG in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:41.705925] [INFO ] [sig       ] [1339/3568] Forecasting FYC...
[2025-12-18T20:22:41.705956] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-18T20:22:41.705986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-18T20:22:41.717360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-18T20:22:41.717773] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-18T20:22:41.718637] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-18T20:22:41.718692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:41.718726] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:41.718753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:41.718811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:41.780047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:41.780933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:41.781018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:41.781053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:41.901021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:41.901173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:41.901214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:41.901241] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:41.904487] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-12-18T20:22:41.904960] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-18T20:22:41.905079] [INFO ] [sig       ] FYC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:42.048557] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FYC.txt
[2025-12-18T20:22:42.048902] [INFO ] [sig       ] [1339/3568] Completed FYC in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:42.048943] [INFO ] [sig       ] [1340/3568] Forecasting FYX...
[2025-12-18T20:22:42.048973] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-18T20:22:42.049004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-18T20:22:42.060996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-18T20:22:42.061322] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-18T20:22:42.062325] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-18T20:22:42.062378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:42.062410] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:42.062437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:42.062492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:42.124195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:42.125072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:42.125155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:42.125189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:42.246321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:42.246470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:42.246511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:42.246539] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:42.249838] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: UP (p=78.18%)
[2025-12-18T20:22:42.250103] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-18T20:22:42.250224] [INFO ] [sig       ] FYX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:42.392969] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/FYX.txt
[2025-12-18T20:22:42.393094] [INFO ] [sig       ] [1340/3568] Completed FYX in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:42.393133] [INFO ] [sig       ] [1341/3568] Forecasting G...
[2025-12-18T20:22:42.393163] [INFO ] [sig       ] Generating forecast for: G
[2025-12-18T20:22:42.393192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-18T20:22:42.406343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-18T20:22:42.406777] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-18T20:22:42.407565] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-18T20:22:42.407641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:42.407674] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:42.407700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:42.407756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:42.466129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:42.467066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:42.467167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:42.467201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:42.598035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:42.598188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:42.598231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:42.598261] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:42.602299] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-12-18T20:22:42.602757] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-18T20:22:42.602904] [INFO ] [sig       ] G: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:42.742301] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/G.txt
[2025-12-18T20:22:42.742415] [INFO ] [sig       ] [1341/3568] Completed G in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:42.742458] [INFO ] [sig       ] [1342/3568] Forecasting GAB...
[2025-12-18T20:22:42.742488] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-18T20:22:42.742517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-18T20:22:42.754263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-18T20:22:42.754528] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-18T20:22:42.755279] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-18T20:22:42.755330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:42.755361] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:42.755388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:42.755448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:42.813890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:42.814513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:42.814623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:42.814687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:42.935608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:42.935754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:42.935794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:42.935822] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:42.939100] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-18T20:22:42.939365] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-18T20:22:42.939489] [INFO ] [sig       ] GAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:43.076324] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GAB.txt
[2025-12-18T20:22:43.076445] [INFO ] [sig       ] [1342/3568] Completed GAB in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:43.076487] [INFO ] [sig       ] [1343/3568] Forecasting GABC...
[2025-12-18T20:22:43.076515] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-18T20:22:43.076545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-18T20:22:43.088510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-18T20:22:43.088889] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-18T20:22:43.089729] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-18T20:22:43.089780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:43.089811] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:43.089837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:43.089892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:43.145307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:43.146064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:43.146146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:43.146176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:43.259459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:43.259622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:43.259663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:43.259691] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:43.262986] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-12-18T20:22:43.263258] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-18T20:22:43.263396] [INFO ] [sig       ] GABC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:43.400104] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GABC.txt
[2025-12-18T20:22:43.400237] [INFO ] [sig       ] [1343/3568] Completed GABC in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:43.400276] [INFO ] [sig       ] [1344/3568] Forecasting GAIA...
[2025-12-18T20:22:43.400304] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-18T20:22:43.400332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-18T20:22:43.412038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-18T20:22:43.412360] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-18T20:22:43.413148] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-18T20:22:43.413199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:43.413230] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:43.413256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:43.413311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:43.468730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:43.469349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:43.469425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:43.469457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:43.589373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:43.589527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:43.589585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:43.589617] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:43.592889] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=35.28%)
[2025-12-18T20:22:43.593155] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-18T20:22:43.593285] [INFO ] [sig       ] GAIA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:43.730234] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GAIA.txt
[2025-12-18T20:22:43.730354] [INFO ] [sig       ] [1344/3568] Completed GAIA in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-18T20:22:43.730392] [INFO ] [sig       ] [1345/3568] Forecasting GAIN...
[2025-12-18T20:22:43.730421] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-18T20:22:43.730450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-18T20:22:43.742833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-18T20:22:43.743249] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-18T20:22:43.744063] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-18T20:22:43.744114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:43.744145] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:43.744172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:43.744227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:43.801565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:43.802482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:43.802570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:43.802625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:43.922755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:43.922920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:43.922982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:43.923013] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:43.926408] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-18T20:22:43.926718] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-18T20:22:43.926849] [INFO ] [sig       ] GAIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:44.068086] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GAIN.txt
[2025-12-18T20:22:44.068251] [INFO ] [sig       ] [1345/3568] Completed GAIN in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:44.068293] [INFO ] [sig       ] [1346/3568] Forecasting GAM...
[2025-12-18T20:22:44.068323] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-18T20:22:44.068353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-18T20:22:44.079419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-18T20:22:44.079798] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-18T20:22:44.080599] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-18T20:22:44.080651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:44.080683] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:44.080710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:44.080767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:44.138452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:44.139325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:44.139405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:44.139437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:44.257238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:44.257396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:44.257443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:44.257472] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:44.260909] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-12-18T20:22:44.261245] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-18T20:22:44.261384] [INFO ] [sig       ] GAM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:44.399523] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GAM.txt
[2025-12-18T20:22:44.399710] [INFO ] [sig       ] [1346/3568] Completed GAM in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:44.399756] [INFO ] [sig       ] [1347/3568] Forecasting GAMB...
[2025-12-18T20:22:44.399788] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-18T20:22:44.399818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-18T20:22:44.411000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-18T20:22:44.411343] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-18T20:22:44.412199] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-18T20:22:44.412253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:44.412285] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:44.412313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:44.412371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:44.467743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:44.468601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:44.468683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:44.468716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:44.592639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:44.593003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:44.593047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:44.593074] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:44.596543] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=25.77%)
[2025-12-18T20:22:44.596878] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-18T20:22:44.597015] [INFO ] [sig       ] GAMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:44.739532] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GAMB.txt
[2025-12-18T20:22:44.739689] [INFO ] [sig       ] [1347/3568] Completed GAMB in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:44.739730] [INFO ] [sig       ] [1348/3568] Forecasting GANX...
[2025-12-18T20:22:44.739760] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-18T20:22:44.739790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-18T20:22:44.750941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-18T20:22:44.751251] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-18T20:22:44.752098] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-18T20:22:44.752153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:44.752186] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:44.752214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:44.752272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:44.808285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:44.809099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:44.809183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:44.809219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:44.928031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:44.928184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:44.928226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:44.928257] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:44.931605] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=42.06%)
[2025-12-18T20:22:44.931903] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-18T20:22:44.932032] [INFO ] [sig       ] GANX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:45.069302] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GANX.txt
[2025-12-18T20:22:45.069452] [INFO ] [sig       ] [1348/3568] Completed GANX in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:45.069497] [INFO ] [sig       ] [1349/3568] Forecasting GASS...
[2025-12-18T20:22:45.069529] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-18T20:22:45.069559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-18T20:22:45.080540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-18T20:22:45.080895] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-18T20:22:45.081739] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-18T20:22:45.081791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:45.081861] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:45.081892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:45.081950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:45.140420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:45.141269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:45.141352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:45.141383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:45.260927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:45.261075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:45.261115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:45.261144] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:45.264428] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2025-12-18T20:22:45.264730] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-18T20:22:45.264856] [INFO ] [sig       ] GASS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:45.402960] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GASS.txt
[2025-12-18T20:22:45.403094] [INFO ] [sig       ] [1349/3568] Completed GASS in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:45.403132] [INFO ] [sig       ] [1350/3568] Forecasting GATX...
[2025-12-18T20:22:45.403161] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-18T20:22:45.403190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-18T20:22:45.414476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-18T20:22:45.414800] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-18T20:22:45.415551] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-18T20:22:45.415619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:45.415650] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:45.415676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:45.415732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:45.471638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:45.472843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:45.472924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:45.472956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:45.592566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:45.592937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:45.592984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:45.593012] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:45.596522] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2025-12-18T20:22:45.596809] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-18T20:22:45.596935] [INFO ] [sig       ] GATX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:45.734520] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GATX.txt
[2025-12-18T20:22:45.734699] [INFO ] [sig       ] [1350/3568] Completed GATX in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:45.734739] [INFO ] [sig       ] [1351/3568] Forecasting GAUZ...
[2025-12-18T20:22:45.734769] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-18T20:22:45.734798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-18T20:22:45.745696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-18T20:22:45.746024] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-18T20:22:45.746789] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-18T20:22:45.746839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:45.746871] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:45.746898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:45.746966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:45.802115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:45.802972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:45.803053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:45.803085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:45.923718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:45.923867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:45.923908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:45.923935] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:45.927199] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-12-18T20:22:45.927469] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-18T20:22:45.927610] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:46.068616] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GAUZ.txt
[2025-12-18T20:22:46.068792] [INFO ] [sig       ] [1351/3568] Completed GAUZ in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:46.068832] [INFO ] [sig       ] [1352/3568] Forecasting GBAB...
[2025-12-18T20:22:46.068862] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-18T20:22:46.068892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-18T20:22:46.080323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-18T20:22:46.080609] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-18T20:22:46.081365] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-18T20:22:46.081415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:46.081444] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:46.081471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:46.081530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:46.137460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:46.138083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:46.138159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:46.138190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:46.256081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:46.256222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:46.256265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:46.256326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:46.260001] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-18T20:22:46.260275] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-18T20:22:46.260398] [INFO ] [sig       ] GBAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:46.397850] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GBAB.txt
[2025-12-18T20:22:46.397967] [INFO ] [sig       ] [1352/3568] Completed GBAB in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:46.398011] [INFO ] [sig       ] [1353/3568] Forecasting GBCI...
[2025-12-18T20:22:46.398041] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-18T20:22:46.398070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-18T20:22:46.410286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-18T20:22:46.410714] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-18T20:22:46.411492] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-18T20:22:46.411544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:46.411590] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:46.411619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:46.411674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:46.469699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:46.470640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:46.470727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:46.470759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:46.590074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:46.590226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:46.590268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:46.590296] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:46.593610] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-12-18T20:22:46.593886] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-18T20:22:46.594009] [INFO ] [sig       ] GBCI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:46.734553] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GBCI.txt
[2025-12-18T20:22:46.734710] [INFO ] [sig       ] [1353/3568] Completed GBCI in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:46.734749] [INFO ] [sig       ] [1354/3568] Forecasting GBDC...
[2025-12-18T20:22:46.734779] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-18T20:22:46.734807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-18T20:22:46.746288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-18T20:22:46.746616] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-18T20:22:46.747361] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-18T20:22:46.747411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:46.747443] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:46.747469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:46.747526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:46.806553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:46.807269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:46.807350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:46.807382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:46.922376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:46.922531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:46.922589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:46.922621] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:46.925946] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-12-18T20:22:46.926240] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-18T20:22:46.926385] [INFO ] [sig       ] GBDC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:47.068455] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GBDC.txt
[2025-12-18T20:22:47.068608] [INFO ] [sig       ] [1354/3568] Completed GBDC in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:47.068649] [INFO ] [sig       ] [1355/3568] Forecasting GBIO...
[2025-12-18T20:22:47.068680] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-18T20:22:47.068710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-18T20:22:47.080526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-18T20:22:47.080887] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-18T20:22:47.081645] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-18T20:22:47.081695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:47.081727] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:47.081753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:47.081810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:47.138756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:47.139639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:47.139718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:47.139749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:47.254713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:47.254880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:47.254922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:47.254951] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:47.258203] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=27.13%)
[2025-12-18T20:22:47.258475] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-18T20:22:47.258614] [INFO ] [sig       ] GBIO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:47.397846] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GBIO.txt
[2025-12-18T20:22:47.397983] [INFO ] [sig       ] [1355/3568] Completed GBIO in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:47.398020] [INFO ] [sig       ] [1356/3568] Forecasting GBTG...
[2025-12-18T20:22:47.398050] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-18T20:22:47.398080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-18T20:22:47.409233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-18T20:22:47.409550] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-18T20:22:47.410336] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-18T20:22:47.410387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:47.410419] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:47.410447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:47.410504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:47.467876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:47.468648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:47.468730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:47.468763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:47.588646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:47.588800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:47.588841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:47.588885] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:47.592192] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=81.88%)
[2025-12-18T20:22:47.592470] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-18T20:22:47.592609] [INFO ] [sig       ] GBTG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:47.733196] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GBTG.txt
[2025-12-18T20:22:47.733347] [INFO ] [sig       ] [1356/3568] Completed GBTG in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:47.733388] [INFO ] [sig       ] [1357/3568] Forecasting GBX...
[2025-12-18T20:22:47.733416] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-18T20:22:47.733449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-18T20:22:47.745412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-18T20:22:47.745720] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-18T20:22:47.746486] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-18T20:22:47.746537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:47.746587] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:47.746618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:47.746674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:47.802831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:47.803519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:47.803618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:47.803652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:47.918659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:47.918820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:47.918865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:47.918895] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:47.922427] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=75.43%)
[2025-12-18T20:22:47.922757] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-18T20:22:47.922895] [INFO ] [sig       ] GBX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:48.061458] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GBX.txt
[2025-12-18T20:22:48.061618] [INFO ] [sig       ] [1357/3568] Completed GBX in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:48.061659] [INFO ] [sig       ] [1358/3568] Forecasting GCBC...
[2025-12-18T20:22:48.061688] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-18T20:22:48.061719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-18T20:22:48.073301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-18T20:22:48.073655] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-18T20:22:48.074555] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-18T20:22:48.074624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:48.074655] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:48.074681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:48.074737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:48.131168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:48.131889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:48.132007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:48.132040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:48.237913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:48.238076] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:22:48.238120] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:48.238149] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:48.241773] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-18T20:22:48.242091] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-18T20:22:48.242222] [INFO ] [sig       ] GCBC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:48.381183] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GCBC.txt
[2025-12-18T20:22:48.381340] [INFO ] [sig       ] [1358/3568] Completed GCBC in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:48.381378] [INFO ] [sig       ] [1359/3568] Forecasting GCMG...
[2025-12-18T20:22:48.381408] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-18T20:22:48.381439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-18T20:22:48.393269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-18T20:22:48.393678] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-18T20:22:48.394462] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-18T20:22:48.394515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:48.394546] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:48.394595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:48.394657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:48.451617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:48.452530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:48.452705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:48.452756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:48.574735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:48.574900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:48.574955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:48.574985] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:48.578430] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=42.83%)
[2025-12-18T20:22:48.578754] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-18T20:22:48.578883] [INFO ] [sig       ] GCMG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:48.718844] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GCMG.txt
[2025-12-18T20:22:48.718985] [INFO ] [sig       ] [1359/3568] Completed GCMG in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:48.719036] [INFO ] [sig       ] [1360/3568] Forecasting GCO...
[2025-12-18T20:22:48.719068] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-18T20:22:48.719101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-18T20:22:48.731000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-18T20:22:48.731378] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-18T20:22:48.732225] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-18T20:22:48.732279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:48.732313] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:48.732351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:48.732412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:48.789747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:48.790562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:48.790659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:48.790692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:48.908462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:48.908633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:48.908676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:48.908706] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:48.912039] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=57.93%)
[2025-12-18T20:22:48.912328] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-18T20:22:48.912451] [INFO ] [sig       ] GCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:49.053048] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GCO.txt
[2025-12-18T20:22:49.053193] [INFO ] [sig       ] [1360/3568] Completed GCO in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:49.053231] [INFO ] [sig       ] [1361/3568] Forecasting GD...
[2025-12-18T20:22:49.053261] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-18T20:22:49.053291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-18T20:22:49.064598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-18T20:22:49.064943] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-18T20:22:49.065713] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-18T20:22:49.065763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:49.065793] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:49.065820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:49.065875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:49.124097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:49.124995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:49.125096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:49.125135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:49.248939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:49.249130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:49.249182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:49.249212] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:49.253211] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-12-18T20:22:49.253510] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-18T20:22:49.253662] [INFO ] [sig       ] GD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:49.399804] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GD.txt
[2025-12-18T20:22:49.399955] [INFO ] [sig       ] [1361/3568] Completed GD in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-18T20:22:49.399994] [INFO ] [sig       ] [1362/3568] Forecasting GDC...
[2025-12-18T20:22:49.400024] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-18T20:22:49.400062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-18T20:22:49.411567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-18T20:22:49.411914] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-18T20:22:49.412766] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-18T20:22:49.413020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:49.413063] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:49.413103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:49.413165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:49.470720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:49.471517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:49.471641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:49.471677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:49.592160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:49.592315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:49.592358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:49.592389] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:49.595848] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=43.19%)
[2025-12-18T20:22:49.596155] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-18T20:22:49.596290] [INFO ] [sig       ] GDC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:49.736930] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GDC.txt
[2025-12-18T20:22:49.737103] [INFO ] [sig       ] [1362/3568] Completed GDC in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-18T20:22:49.737141] [INFO ] [sig       ] [1363/3568] Forecasting GDDY...
[2025-12-18T20:22:49.737170] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-18T20:22:49.737201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-18T20:22:49.748599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-18T20:22:49.748883] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-18T20:22:49.749672] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-18T20:22:49.749722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:49.749753] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:49.749780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:49.749835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:49.805635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:49.806270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:49.806348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:49.806380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:49.924890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:49.925037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:49.925079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:49.925108] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:49.928373] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-12-18T20:22:49.928662] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-18T20:22:49.928784] [INFO ] [sig       ] GDDY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:50.066420] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GDDY.txt
[2025-12-18T20:22:50.066561] [INFO ] [sig       ] [1363/3568] Completed GDDY in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:50.066619] [INFO ] [sig       ] [1364/3568] Forecasting GDEN...
[2025-12-18T20:22:50.066649] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-18T20:22:50.066685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-18T20:22:50.077658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-18T20:22:50.077947] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-18T20:22:50.078710] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-18T20:22:50.078760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:50.078792] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:50.078818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:50.078875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:50.134483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:50.135251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:50.135331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:50.135363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:50.254668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:50.254831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:50.254873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:50.254902] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:50.258266] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-18T20:22:50.258591] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-18T20:22:50.258725] [INFO ] [sig       ] GDEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:50.399853] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GDEN.txt
[2025-12-18T20:22:50.400010] [INFO ] [sig       ] [1364/3568] Completed GDEN in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:50.400051] [INFO ] [sig       ] [1365/3568] Forecasting GDRX...
[2025-12-18T20:22:50.400086] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-18T20:22:50.400144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-18T20:22:50.411473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-18T20:22:50.411853] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-18T20:22:50.412690] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-18T20:22:50.412743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:50.412775] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:50.412803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:50.412861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:50.470272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:50.471142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:50.471227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:50.471261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:50.586860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:50.587018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:50.587058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:50.587090] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:50.590641] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-12-18T20:22:50.590993] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-18T20:22:50.591133] [INFO ] [sig       ] GDRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:50.733499] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GDRX.txt
[2025-12-18T20:22:50.733665] [INFO ] [sig       ] [1365/3568] Completed GDRX in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:50.733713] [INFO ] [sig       ] [1366/3568] Forecasting GDS...
[2025-12-18T20:22:50.733745] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-18T20:22:50.733776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-18T20:22:50.744974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-18T20:22:50.745278] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-18T20:22:50.746053] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-18T20:22:50.746103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:50.746159] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:50.746187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:50.746244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:50.802907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:50.803677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:50.803775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:50.803809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:50.927052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:50.927205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:50.927247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:50.927277] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:50.930878] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-18T20:22:50.931164] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-18T20:22:50.931293] [INFO ] [sig       ] GDS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:51.075718] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GDS.txt
[2025-12-18T20:22:51.075853] [INFO ] [sig       ] [1366/3568] Completed GDS in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:51.075891] [INFO ] [sig       ] [1367/3568] Forecasting GDYN...
[2025-12-18T20:22:51.075921] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-18T20:22:51.075950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-18T20:22:51.087249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-18T20:22:51.087583] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-18T20:22:51.088338] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-18T20:22:51.088389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:51.088420] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:51.088447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:51.088503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:51.146010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:51.146827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:51.146909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:51.146942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:51.269589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:51.269737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:51.269781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:51.269810] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:51.273216] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=47.93%)
[2025-12-18T20:22:51.273486] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-18T20:22:51.273644] [INFO ] [sig       ] GDYN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:51.424388] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GDYN.txt
[2025-12-18T20:22:51.424564] [INFO ] [sig       ] [1367/3568] Completed GDYN in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:51.424625] [INFO ] [sig       ] [1368/3568] Forecasting GE...
[2025-12-18T20:22:51.424658] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-18T20:22:51.424687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-18T20:22:51.437129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-18T20:22:51.437449] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-18T20:22:51.438237] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-18T20:22:51.438289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:51.438320] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:51.438346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:51.438401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:51.495388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:51.496215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:51.496308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:51.496342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:51.618703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:51.618857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:51.618898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:51.618926] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:51.622316] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2025-12-18T20:22:51.622604] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-18T20:22:51.622739] [INFO ] [sig       ] GE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:51.761567] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GE.txt
[2025-12-18T20:22:51.761710] [INFO ] [sig       ] [1368/3568] Completed GE in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:51.761747] [INFO ] [sig       ] [1369/3568] Forecasting GECC...
[2025-12-18T20:22:51.761777] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-18T20:22:51.761807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-18T20:22:51.772473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-18T20:22:51.772770] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-18T20:22:51.773517] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-18T20:22:51.773587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:51.773621] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:51.773647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:51.773703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:51.831376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:51.832053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:51.832133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:51.832165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:51.954354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:51.954506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:51.954547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:51.954630] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:51.958316] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-18T20:22:51.958630] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-18T20:22:51.958763] [INFO ] [sig       ] GECC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:52.100011] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GECC.txt
[2025-12-18T20:22:52.100138] [INFO ] [sig       ] [1369/3568] Completed GECC in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:52.100176] [INFO ] [sig       ] [1370/3568] Forecasting GEF...
[2025-12-18T20:22:52.100207] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-18T20:22:52.100235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-18T20:22:52.111464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-18T20:22:52.111795] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-18T20:22:52.112785] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-18T20:22:52.112836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:52.112868] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:52.112894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:52.112951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:52.169961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:52.170602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:52.170682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:52.170714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:52.291060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:52.291210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:52.291251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:52.291279] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:52.294723] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-12-18T20:22:52.295155] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-18T20:22:52.295274] [INFO ] [sig       ] GEF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:52.439083] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GEF.txt
[2025-12-18T20:22:52.439256] [INFO ] [sig       ] [1370/3568] Completed GEF in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:52.439297] [INFO ] [sig       ] [1371/3568] Forecasting GEHC...
[2025-12-18T20:22:52.439327] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-18T20:22:52.439356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-18T20:22:52.450648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-18T20:22:52.450940] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-18T20:22:52.451769] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-18T20:22:52.451825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:52.451856] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:52.451882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:52.451938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:52.508311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:52.509162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:52.509269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:52.509305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:52.635641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:52.635792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:52.635833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:52.635862] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:52.639253] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-18T20:22:52.639526] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-18T20:22:52.639668] [INFO ] [sig       ] GEHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:52.781952] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GEHC.txt
[2025-12-18T20:22:52.782109] [INFO ] [sig       ] [1371/3568] Completed GEHC in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:52.782148] [INFO ] [sig       ] [1372/3568] Forecasting GEL...
[2025-12-18T20:22:52.782178] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-18T20:22:52.782209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-18T20:22:52.795949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-18T20:22:52.796318] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-18T20:22:52.797110] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-18T20:22:52.797164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:52.797196] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:52.797223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:52.797281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:52.857358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:52.858205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:52.858288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:52.858321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:52.981560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:52.981727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:52.981770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:52.981800] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:52.985472] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-18T20:22:52.985762] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-18T20:22:52.986054] [INFO ] [sig       ] GEL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:53.127065] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GEL.txt
[2025-12-18T20:22:53.127213] [INFO ] [sig       ] [1372/3568] Completed GEL in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:53.127251] [INFO ] [sig       ] [1373/3568] Forecasting GEN...
[2025-12-18T20:22:53.127279] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-18T20:22:53.127309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-18T20:22:53.138804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-18T20:22:53.139164] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-18T20:22:53.139961] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-18T20:22:53.140025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:53.140058] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:53.140086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:53.140143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:53.197806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:53.198598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:53.198680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:53.198713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:53.318714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:53.318871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:53.318915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:53.318946] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:53.322300] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=45.63%)
[2025-12-18T20:22:53.322590] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-18T20:22:53.322715] [INFO ] [sig       ] GEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:53.464684] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GEN.txt
[2025-12-18T20:22:53.464818] [INFO ] [sig       ] [1373/3568] Completed GEN in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:53.464856] [INFO ] [sig       ] [1374/3568] Forecasting GENI...
[2025-12-18T20:22:53.464887] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-18T20:22:53.464915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-18T20:22:53.476269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-18T20:22:53.476594] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-18T20:22:53.477504] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-18T20:22:53.477557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:53.477616] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:53.477645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:53.477701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:53.535308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:53.536013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:53.536092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:53.536125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:53.655551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:53.655723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:53.655767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:53.655795] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:53.659309] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-12-18T20:22:53.659607] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-18T20:22:53.659735] [INFO ] [sig       ] GENI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:53.804058] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GENI.txt
[2025-12-18T20:22:53.804245] [INFO ] [sig       ] [1374/3568] Completed GENI in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:53.804294] [INFO ] [sig       ] [1375/3568] Forecasting GENK...
[2025-12-18T20:22:53.804325] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-18T20:22:53.804361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-18T20:22:53.815922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-18T20:22:53.816215] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-18T20:22:53.817015] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-18T20:22:53.817065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:53.817097] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:53.817123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:53.817184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:53.872949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:53.873747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:53.873840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:53.873874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:53.993753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:53.993903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:53.993945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:53.993973] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:53.997255] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-18T20:22:53.997534] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-18T20:22:53.997672] [INFO ] [sig       ] GENK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:54.135063] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GENK.txt
[2025-12-18T20:22:54.135203] [INFO ] [sig       ] [1375/3568] Completed GENK in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:54.135241] [INFO ] [sig       ] [1376/3568] Forecasting GEOS...
[2025-12-18T20:22:54.135272] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-18T20:22:54.135303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-18T20:22:54.146747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-18T20:22:54.147037] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-18T20:22:54.147820] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-18T20:22:54.147873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:54.147905] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:54.147933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:54.147990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:54.206228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:54.206959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:54.207095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:54.207129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:54.327359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:54.327510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:54.327552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:54.327617] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:54.331107] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=44.08%)
[2025-12-18T20:22:54.331394] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-18T20:22:54.331521] [INFO ] [sig       ] GEOS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:54.476979] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GEOS.txt
[2025-12-18T20:22:54.477124] [INFO ] [sig       ] [1376/3568] Completed GEOS in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:54.477169] [INFO ] [sig       ] [1377/3568] Forecasting GERN...
[2025-12-18T20:22:54.477201] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-18T20:22:54.477230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-18T20:22:54.488878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-18T20:22:54.489205] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-18T20:22:54.489999] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-18T20:22:54.490050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:54.490081] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:54.490107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:54.490163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:54.546270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:54.546970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:54.547048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:54.547080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:54.664603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:54.664763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:54.664807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:54.664835] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:54.668153] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-18T20:22:54.668439] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-18T20:22:54.668566] [INFO ] [sig       ] GERN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:54.807438] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GERN.txt
[2025-12-18T20:22:54.807608] [INFO ] [sig       ] [1377/3568] Completed GERN in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:54.807650] [INFO ] [sig       ] [1378/3568] Forecasting GES...
[2025-12-18T20:22:54.807678] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-18T20:22:54.807710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-18T20:22:54.819219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-18T20:22:54.819619] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-18T20:22:54.820390] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-18T20:22:54.820441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:54.820471] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:54.820497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:54.820551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:54.877472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:54.878338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:54.878421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:54.878452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:54.998262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:54.998422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:54.998465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:54.998493] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:55.001917] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=75.19%)
[2025-12-18T20:22:55.002285] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-18T20:22:55.002424] [INFO ] [sig       ] GES: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:55.145058] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GES.txt
[2025-12-18T20:22:55.145224] [INFO ] [sig       ] [1378/3568] Completed GES in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:55.145265] [INFO ] [sig       ] [1379/3568] Forecasting GEVO...
[2025-12-18T20:22:55.145294] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-18T20:22:55.145325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-18T20:22:55.157234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-18T20:22:55.157657] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-18T20:22:55.158425] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-18T20:22:55.158476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:55.158508] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:55.158534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:55.158615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:55.219533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:55.220530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:55.220642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:55.220677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:55.344259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:55.344416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:55.344459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:55.344488] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:55.347813] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-18T20:22:55.348094] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-18T20:22:55.348220] [INFO ] [sig       ] GEVO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:55.488420] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GEVO.txt
[2025-12-18T20:22:55.488613] [INFO ] [sig       ] [1379/3568] Completed GEVO in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-18T20:22:55.488654] [INFO ] [sig       ] [1380/3568] Forecasting GFF...
[2025-12-18T20:22:55.488683] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-18T20:22:55.488715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-18T20:22:55.500431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-18T20:22:55.500759] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-18T20:22:55.501741] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-18T20:22:55.501981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:55.502015] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:55.502043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:55.502100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:55.559599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:55.560286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:55.560365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:55.560398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:55.685962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:55.686140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:55.686249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:55.686301] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:55.691056] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-12-18T20:22:55.691444] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-18T20:22:55.691639] [INFO ] [sig       ] GFF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:55.834023] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GFF.txt
[2025-12-18T20:22:55.834176] [INFO ] [sig       ] [1380/3568] Completed GFF in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-18T20:22:55.834215] [INFO ] [sig       ] [1381/3568] Forecasting GFI...
[2025-12-18T20:22:55.834246] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-18T20:22:55.834278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-18T20:22:55.846617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-18T20:22:55.847000] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-18T20:22:55.847799] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-18T20:22:55.847849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:55.847880] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:55.847907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:55.847963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:55.908753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:55.909757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:55.909844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:55.909878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:56.034614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:56.034772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:56.034814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:56.034844] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:56.038216] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-12-18T20:22:56.038495] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-18T20:22:56.038636] [INFO ] [sig       ] GFI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:56.178169] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GFI.txt
[2025-12-18T20:22:56.178317] [INFO ] [sig       ] [1381/3568] Completed GFI in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:56.178356] [INFO ] [sig       ] [1382/3568] Forecasting GFL...
[2025-12-18T20:22:56.178384] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-18T20:22:56.178415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-18T20:22:56.190041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-18T20:22:56.190377] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-18T20:22:56.191186] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-18T20:22:56.191238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:56.191272] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:56.191299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:56.191356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:56.248162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:56.248807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:56.248886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:56.248919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:56.367546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:56.367690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:56.367735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:56.367765] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:56.371345] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=40.24%)
[2025-12-18T20:22:56.371632] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-18T20:22:56.371755] [INFO ] [sig       ] GFL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:56.509044] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GFL.txt
[2025-12-18T20:22:56.509164] [INFO ] [sig       ] [1382/3568] Completed GFL in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:56.509202] [INFO ] [sig       ] [1383/3568] Forecasting GFS...
[2025-12-18T20:22:56.509230] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-18T20:22:56.509260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-18T20:22:56.520965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-18T20:22:56.521231] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-18T20:22:56.521989] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-18T20:22:56.522040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:56.522095] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:56.522123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:56.522180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:56.579371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:56.580166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:56.580244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:56.580275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:56.699828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:56.699989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:56.700037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:56.700066] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:56.703514] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-12-18T20:22:56.703801] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-18T20:22:56.703926] [INFO ] [sig       ] GFS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:56.844482] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GFS.txt
[2025-12-18T20:22:56.844669] [INFO ] [sig       ] [1383/3568] Completed GFS in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:56.844716] [INFO ] [sig       ] [1384/3568] Forecasting GGAL...
[2025-12-18T20:22:56.844747] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-18T20:22:56.844779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-18T20:22:56.857263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-18T20:22:56.857633] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-18T20:22:56.858410] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-18T20:22:56.858470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:56.858516] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:56.858545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:56.858621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:56.917181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:56.918207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:56.918295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:56.918340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:57.037799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:57.037959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:57.038003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:57.038032] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:57.041424] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-12-18T20:22:57.041722] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-18T20:22:57.041851] [INFO ] [sig       ] GGAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:57.181296] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GGAL.txt
[2025-12-18T20:22:57.181447] [INFO ] [sig       ] [1384/3568] Completed GGAL in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:57.181487] [INFO ] [sig       ] [1385/3568] Forecasting GGB...
[2025-12-18T20:22:57.181518] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-18T20:22:57.181550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-18T20:22:57.193150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-18T20:22:57.193480] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-18T20:22:57.194272] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-18T20:22:57.194324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:57.194356] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:57.194384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:57.194441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:57.251998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:57.252880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:57.252963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:57.252995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:57.373926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:57.374092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:57.374137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:57.374166] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:57.377539] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2025-12-18T20:22:57.377841] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-18T20:22:57.377973] [INFO ] [sig       ] GGB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:57.517801] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GGB.txt
[2025-12-18T20:22:57.517951] [INFO ] [sig       ] [1385/3568] Completed GGB in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:57.517990] [INFO ] [sig       ] [1386/3568] Forecasting GGG...
[2025-12-18T20:22:57.518217] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-18T20:22:57.518282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-18T20:22:57.530607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-18T20:22:57.530942] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-18T20:22:57.531723] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-18T20:22:57.531774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:57.531807] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:57.531834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:57.531892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:57.590631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:57.591341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:57.591422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:57.591455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:57.714519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:57.714693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:57.714735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:57.714803] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:57.718250] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=46.57%)
[2025-12-18T20:22:57.718527] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-18T20:22:57.718682] [INFO ] [sig       ] GGG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:57.865496] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GGG.txt
[2025-12-18T20:22:57.865688] [INFO ] [sig       ] [1386/3568] Completed GGG in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:57.865730] [INFO ] [sig       ] [1387/3568] Forecasting GGLL...
[2025-12-18T20:22:57.865765] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-18T20:22:57.865798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-18T20:22:57.877786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-18T20:22:57.878111] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-18T20:22:57.878975] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-18T20:22:57.879047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:57.879081] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:57.879109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:57.879178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:57.937312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:57.938215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:57.938307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:57.938342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:58.053428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:58.053603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:58.053646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:58.053676] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:58.057047] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=8.29%)
[2025-12-18T20:22:58.057316] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-18T20:22:58.057436] [INFO ] [sig       ] GGLL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:58.194873] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GGLL.txt
[2025-12-18T20:22:58.195022] [INFO ] [sig       ] [1387/3568] Completed GGLL in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:58.195061] [INFO ] [sig       ] [1388/3568] Forecasting GGLS...
[2025-12-18T20:22:58.195096] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-18T20:22:58.195126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-18T20:22:58.206664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-18T20:22:58.207020] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-18T20:22:58.207980] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-18T20:22:58.208047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:58.208090] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:58.208127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:58.208209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:58.265842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:58.266634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:58.266716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:58.266750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:58.387117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:58.387270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:58.387312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:58.387341] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:58.390632] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-18T20:22:58.390902] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-18T20:22:58.391020] [INFO ] [sig       ] GGLS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:58.533858] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GGLS.txt
[2025-12-18T20:22:58.533991] [INFO ] [sig       ] [1388/3568] Completed GGLS in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:58.534030] [INFO ] [sig       ] [1389/3568] Forecasting GH...
[2025-12-18T20:22:58.534060] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-18T20:22:58.534090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-18T20:22:58.546369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-18T20:22:58.546700] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-18T20:22:58.547475] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-18T20:22:58.547526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:58.547558] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:58.547613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:58.547672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:58.611009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:58.612023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:58.612116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:58.612163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:58.736685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:58.736836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:58.736881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:58.736908] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:58.740211] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-18T20:22:58.740488] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-18T20:22:58.740628] [INFO ] [sig       ] GH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:22:58.880468] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GH.txt
[2025-12-18T20:22:58.880632] [INFO ] [sig       ] [1389/3568] Completed GH in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:58.880675] [INFO ] [sig       ] [1390/3568] Forecasting GHI...
[2025-12-18T20:22:58.880706] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-18T20:22:58.880737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-18T20:22:58.892717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-18T20:22:58.893023] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-18T20:22:58.893819] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-18T20:22:58.893871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:58.893905] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:58.893931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:58.893988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:58.951667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:58.952395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:58.952476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:58.952509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:59.073013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:59.073166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:59.073207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:59.073234] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:59.076898] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-12-18T20:22:59.077220] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-18T20:22:59.077356] [INFO ] [sig       ] GHI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:59.218036] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GHI.txt
[2025-12-18T20:22:59.218202] [INFO ] [sig       ] [1390/3568] Completed GHI in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:59.218243] [INFO ] [sig       ] [1391/3568] Forecasting GHM...
[2025-12-18T20:22:59.218273] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-18T20:22:59.218304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-18T20:22:59.230972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-18T20:22:59.231354] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-18T20:22:59.232175] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-18T20:22:59.232229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:59.232260] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:59.232287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:59.232345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:59.299819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:59.301139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:59.301257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:59.301291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:59.452310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:59.452493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:59.452544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:59.452639] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:59.457021] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=64.89%)
[2025-12-18T20:22:59.457472] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-18T20:22:59.457689] [INFO ] [sig       ] GHM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:22:59.653996] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GHM.txt
[2025-12-18T20:22:59.654185] [INFO ] [sig       ] [1391/3568] Completed GHM in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:22:59.654233] [INFO ] [sig       ] [1392/3568] Forecasting GHRS...
[2025-12-18T20:22:59.654271] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-18T20:22:59.654315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-18T20:22:59.684760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-18T20:22:59.686486] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-18T20:22:59.687737] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-18T20:22:59.687805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:22:59.687847] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:22:59.687881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:22:59.687962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:22:59.777104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:22:59.778265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:22:59.778380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:22:59.778421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:22:59.937365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:22:59.937558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:22:59.937643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:22:59.937684] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:22:59.942356] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=80.73%)
[2025-12-18T20:22:59.942864] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-18T20:22:59.943052] [INFO ] [sig       ] GHRS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:00.165247] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GHRS.txt
[2025-12-18T20:23:00.165487] [INFO ] [sig       ] [1392/3568] Completed GHRS in 0.5s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:23:00.165556] [INFO ] [sig       ] [1393/3568] Forecasting GHY...
[2025-12-18T20:23:00.165635] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-18T20:23:00.165689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-18T20:23:00.183783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-18T20:23:00.184290] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-18T20:23:00.185516] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-18T20:23:00.185612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:00.185664] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:00.185709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:00.185799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:00.266664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:00.267790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:00.267930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:00.267964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:00.389347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:00.389515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:00.389559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:00.389609] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:00.393159] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-12-18T20:23:00.393484] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-18T20:23:00.393643] [INFO ] [sig       ] GHY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:00.530910] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GHY.txt
[2025-12-18T20:23:00.531046] [INFO ] [sig       ] [1393/3568] Completed GHY in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:23:00.531086] [INFO ] [sig       ] [1394/3568] Forecasting GIB...
[2025-12-18T20:23:00.531116] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-18T20:23:00.531146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-18T20:23:00.543039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-18T20:23:00.543322] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-18T20:23:00.544094] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-18T20:23:00.544145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:00.544177] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:00.544204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:00.544260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:00.600687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:00.601280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:00.601357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:00.601388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:00.720875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:00.721002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:00.721043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:00.721073] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:00.724375] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-18T20:23:00.724673] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-18T20:23:00.724799] [INFO ] [sig       ] GIB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:00.863953] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GIB.txt
[2025-12-18T20:23:00.864269] [INFO ] [sig       ] [1394/3568] Completed GIB in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:23:00.864308] [INFO ] [sig       ] [1395/3568] Forecasting GIFI...
[2025-12-18T20:23:00.864337] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-18T20:23:00.864368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-18T20:23:00.875173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-18T20:23:00.875441] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-18T20:23:00.876196] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-18T20:23:00.876247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:00.876278] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:00.876304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:00.876370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:00.933200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:00.933825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:00.933902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:00.933934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:01.048346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:01.048519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:01.048560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:01.049404] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:01.052731] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2025-12-18T20:23:01.053035] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-18T20:23:01.053158] [INFO ] [sig       ] GIFI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:01.192751] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GIFI.txt
[2025-12-18T20:23:01.192876] [INFO ] [sig       ] [1395/3568] Completed GIFI in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:23:01.192914] [INFO ] [sig       ] [1396/3568] Forecasting GIII...
[2025-12-18T20:23:01.192943] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-18T20:23:01.192972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-18T20:23:01.204053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-18T20:23:01.204330] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-18T20:23:01.205094] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-18T20:23:01.205145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:01.205177] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:01.205203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:01.205259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:01.264128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:01.264761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:01.264837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:01.264873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:01.383154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:01.383313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:01.383359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:01.383389] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:01.386670] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-12-18T20:23:01.386970] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-18T20:23:01.387094] [INFO ] [sig       ] GIII: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:01.525148] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GIII.txt
[2025-12-18T20:23:01.525323] [INFO ] [sig       ] [1396/3568] Completed GIII in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-18T20:23:01.525363] [INFO ] [sig       ] [1397/3568] Forecasting GIL...
[2025-12-18T20:23:01.525392] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-18T20:23:01.525423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-18T20:23:01.536437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-18T20:23:01.536750] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-18T20:23:01.537488] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-18T20:23:01.537548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:01.537597] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:01.537626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:01.537683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:01.592997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:01.593673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:01.593749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:01.593780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:01.715199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:01.715354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:01.715395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:01.715423] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:01.719346] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2025-12-18T20:23:01.719649] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-18T20:23:01.719775] [INFO ] [sig       ] GIL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:01.862200] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GIL.txt
[2025-12-18T20:23:01.862362] [INFO ] [sig       ] [1397/3568] Completed GIL in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-18T20:23:01.862403] [INFO ] [sig       ] [1398/3568] Forecasting GILD...
[2025-12-18T20:23:01.862432] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-18T20:23:01.862464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-18T20:23:01.874298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-18T20:23:01.874689] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-18T20:23:01.875633] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-18T20:23:01.875687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:01.875719] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:01.875745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:01.875801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:01.937717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:01.938633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:01.938719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:01.938752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:02.066336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:02.066507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:02.066553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:02.066602] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:02.070308] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=23.87%)
[2025-12-18T20:23:02.070660] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-18T20:23:02.070817] [INFO ] [sig       ] GILD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:02.221007] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GILD.txt
[2025-12-18T20:23:02.221187] [INFO ] [sig       ] [1398/3568] Completed GILD in 0.4s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:02.221235] [INFO ] [sig       ] [1399/3568] Forecasting GIS...
[2025-12-18T20:23:02.221268] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-18T20:23:02.221314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-18T20:23:02.233482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-18T20:23:02.233883] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-18T20:23:02.234699] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-18T20:23:02.234752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:02.234785] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:02.234811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:02.234872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:02.295835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:02.296704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:02.296789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:02.296824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:02.421328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:02.421506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:02.421550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:02.421597] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:02.425009] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-18T20:23:02.425300] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-18T20:23:02.425428] [INFO ] [sig       ] GIS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:02.564337] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GIS.txt
[2025-12-18T20:23:02.564503] [INFO ] [sig       ] [1399/3568] Completed GIS in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:02.564544] [INFO ] [sig       ] [1400/3568] Forecasting GKOS...
[2025-12-18T20:23:02.564591] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-18T20:23:02.564624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-18T20:23:02.576874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-18T20:23:02.577247] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-18T20:23:02.578182] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-18T20:23:02.578236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:02.578295] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:02.578329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:02.578413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:02.638723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:02.639624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:02.639727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:02.639760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:02.763732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:02.763878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:02.763920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:02.763949] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:02.767245] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=59.85%)
[2025-12-18T20:23:02.767516] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-18T20:23:02.767675] [INFO ] [sig       ] GKOS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:02.905164] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GKOS.txt
[2025-12-18T20:23:02.905289] [INFO ] [sig       ] [1400/3568] Completed GKOS in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:02.905327] [INFO ] [sig       ] [1401/3568] Forecasting GL...
[2025-12-18T20:23:02.905355] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-18T20:23:02.905385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-18T20:23:02.916795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-18T20:23:02.917068] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-18T20:23:02.917837] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-18T20:23:02.917892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:02.917923] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:02.917949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:02.918004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:02.973953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:02.974555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:02.974650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:02.974682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:03.099588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:03.099757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:03.099809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:03.099844] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:03.103267] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-18T20:23:03.103533] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-18T20:23:03.103673] [INFO ] [sig       ] GL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:03.241288] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GL.txt
[2025-12-18T20:23:03.241433] [INFO ] [sig       ] [1401/3568] Completed GL in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:03.241470] [INFO ] [sig       ] [1402/3568] Forecasting GLAD...
[2025-12-18T20:23:03.241498] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-18T20:23:03.241529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-18T20:23:03.253291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-18T20:23:03.253663] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-18T20:23:03.254416] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-18T20:23:03.254466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:03.254498] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:03.254524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:03.254599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:03.309675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:03.310288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:03.310363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:03.310395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:03.427370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:03.427519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:03.427559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:03.427606] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:03.431599] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-18T20:23:03.431908] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-18T20:23:03.432030] [INFO ] [sig       ] GLAD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:03.569347] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLAD.txt
[2025-12-18T20:23:03.569500] [INFO ] [sig       ] [1402/3568] Completed GLAD in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:03.569539] [INFO ] [sig       ] [1403/3568] Forecasting GLBE...
[2025-12-18T20:23:03.569567] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-18T20:23:03.569618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-18T20:23:03.580655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-18T20:23:03.580997] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-18T20:23:03.581780] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-18T20:23:03.581831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:03.581864] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:03.581891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:03.581946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:03.637415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:03.638248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:03.638329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:03.638361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:03.761675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:03.761851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:03.761893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:03.761960] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:03.765563] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2025-12-18T20:23:03.765932] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-18T20:23:03.766082] [INFO ] [sig       ] GLBE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:03.903842] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLBE.txt
[2025-12-18T20:23:03.903971] [INFO ] [sig       ] [1403/3568] Completed GLBE in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:03.904012] [INFO ] [sig       ] [1404/3568] Forecasting GLBS...
[2025-12-18T20:23:03.904040] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-18T20:23:03.904070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-18T20:23:03.914872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-18T20:23:03.915140] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-18T20:23:03.915905] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-18T20:23:03.915956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:03.915987] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:03.916013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:03.916068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:03.971719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:03.972526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:03.972632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:03.972665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:04.082482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:04.082652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:04.082727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:04.082756] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:04.086027] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=43.21%)
[2025-12-18T20:23:04.086299] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-18T20:23:04.086421] [INFO ] [sig       ] GLBS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:04.225009] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLBS.txt
[2025-12-18T20:23:04.225162] [INFO ] [sig       ] [1404/3568] Completed GLBS in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:04.225202] [INFO ] [sig       ] [1405/3568] Forecasting GLDD...
[2025-12-18T20:23:04.225231] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-18T20:23:04.225264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-18T20:23:04.238398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-18T20:23:04.238767] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-18T20:23:04.239639] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-18T20:23:04.239693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:04.239725] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:04.239751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:04.239808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:04.298225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:04.299173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:04.299264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:04.299296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:04.422078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:04.422240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:04.422283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:04.422312] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:04.425716] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-12-18T20:23:04.426007] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-18T20:23:04.426134] [INFO ] [sig       ] GLDD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:04.570364] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLDD.txt
[2025-12-18T20:23:04.570500] [INFO ] [sig       ] [1405/3568] Completed GLDD in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:04.570539] [INFO ] [sig       ] [1406/3568] Forecasting GLNG...
[2025-12-18T20:23:04.570583] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-18T20:23:04.570617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-18T20:23:04.582211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-18T20:23:04.582500] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-18T20:23:04.583269] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-18T20:23:04.583321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:04.583351] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:04.583378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:04.583433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:04.639709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:04.640445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:04.640528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:04.640561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:04.761504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:04.761691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:04.761738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:04.761767] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:04.765081] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-18T20:23:04.765361] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-18T20:23:04.765488] [INFO ] [sig       ] GLNG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:04.903780] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLNG.txt
[2025-12-18T20:23:04.903931] [INFO ] [sig       ] [1406/3568] Completed GLNG in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:04.903970] [INFO ] [sig       ] [1407/3568] Forecasting GLOB...
[2025-12-18T20:23:04.903999] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-18T20:23:04.904030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-18T20:23:04.916231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-18T20:23:04.916629] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-18T20:23:04.917423] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-18T20:23:04.917475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:04.917506] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:04.917532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:04.917609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:04.976972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:04.977836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:04.977921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:04.977954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:05.096318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:05.096492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:05.096535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:05.096562] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:05.100128] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-18T20:23:05.100425] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-18T20:23:05.100559] [INFO ] [sig       ] GLOB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:05.250155] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLOB.txt
[2025-12-18T20:23:05.250323] [INFO ] [sig       ] [1407/3568] Completed GLOB in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:05.250365] [INFO ] [sig       ] [1408/3568] Forecasting GLP...
[2025-12-18T20:23:05.250394] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-18T20:23:05.250427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-18T20:23:05.262489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-18T20:23:05.262917] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-18T20:23:05.263793] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-18T20:23:05.263847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:05.263893] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:05.263921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:05.263979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:05.323840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:05.324757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:05.324842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:05.324875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:05.449476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:05.449642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:05.449684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:05.449713] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:05.453069] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-12-18T20:23:05.453335] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-18T20:23:05.453457] [INFO ] [sig       ] GLP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:05.591871] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLP.txt
[2025-12-18T20:23:05.591997] [INFO ] [sig       ] [1408/3568] Completed GLP in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:05.592034] [INFO ] [sig       ] [1409/3568] Forecasting GLPG...
[2025-12-18T20:23:05.592063] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-18T20:23:05.592093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-18T20:23:05.602985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-18T20:23:05.603270] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-18T20:23:05.604031] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-18T20:23:05.604082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:05.604113] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:05.604139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:05.604195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:05.661302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:05.661961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:05.662040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:05.662072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:05.787320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:05.787473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:05.787516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:05.787545] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:05.791049] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-18T20:23:05.791333] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-18T20:23:05.791459] [INFO ] [sig       ] GLPG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:05.932076] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GLPG.txt
[2025-12-18T20:23:05.932241] [INFO ] [sig       ] [1409/3568] Completed GLPG in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:05.932286] [INFO ] [sig       ] [1410/3568] Forecasting GLPI...
[2025-12-18T20:23:05.932316] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-18T20:23:05.932346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-18T20:23:05.943946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-18T20:23:05.944301] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-18T20:23:05.945080] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-18T20:23:05.945131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:05.945162] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:05.945189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:05.945245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:06.001255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:06.002100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:06.002211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:06.002245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:06.117798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:06.117970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:06.118015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:06.118045] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:06.122228] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-12-18T20:23:06.122664] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-18T20:23:06.122832] [INFO ] [sig       ] GLPI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:06.265709] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLPI.txt
[2025-12-18T20:23:06.265838] [INFO ] [sig       ] [1410/3568] Completed GLPI in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:06.265877] [INFO ] [sig       ] [1411/3568] Forecasting GLRE...
[2025-12-18T20:23:06.265905] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-18T20:23:06.265935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-18T20:23:06.277257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-18T20:23:06.277532] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-18T20:23:06.278287] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-18T20:23:06.278338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:06.278369] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:06.278395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:06.278451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:06.335804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:06.336418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:06.336496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:06.336528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:06.456789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:06.456946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:06.456988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:06.457017] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:06.460423] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-12-18T20:23:06.460715] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-18T20:23:06.460840] [INFO ] [sig       ] GLRE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:06.596939] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GLRE.txt
[2025-12-18T20:23:06.597054] [INFO ] [sig       ] [1411/3568] Completed GLRE in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:06.597097] [INFO ] [sig       ] [1412/3568] Forecasting GLSI...
[2025-12-18T20:23:06.597126] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-18T20:23:06.597155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-18T20:23:06.612335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-18T20:23:06.612647] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-18T20:23:06.613427] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-18T20:23:06.613479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:06.613512] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:06.613540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:06.613624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:06.670559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:06.671179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:06.671267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:06.671302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:06.787789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:06.787924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:06.787963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:06.787991] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:06.791223] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-18T20:23:06.791490] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-18T20:23:06.791625] [INFO ] [sig       ] GLSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:06.927949] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLSI.txt
[2025-12-18T20:23:06.928072] [INFO ] [sig       ] [1412/3568] Completed GLSI in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:06.928108] [INFO ] [sig       ] [1413/3568] Forecasting GLTO...
[2025-12-18T20:23:06.928137] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-18T20:23:06.928167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-18T20:23:06.938382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-18T20:23:06.938707] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-18T20:23:06.939507] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-18T20:23:06.939560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:06.939612] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:06.939639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:06.939695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:06.997027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:06.997674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:06.997752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:06.997785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:07.109338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:07.109470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:07.109507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:07.109537] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:07.112780] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=49.83%)
[2025-12-18T20:23:07.113055] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-18T20:23:07.113218] [INFO ] [sig       ] GLTO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:07.249673] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLTO.txt
[2025-12-18T20:23:07.249828] [INFO ] [sig       ] [1413/3568] Completed GLTO in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:07.249870] [INFO ] [sig       ] [1414/3568] Forecasting GLUE...
[2025-12-18T20:23:07.249901] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-18T20:23:07.249931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-18T20:23:07.261278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-18T20:23:07.261606] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-18T20:23:07.262368] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-18T20:23:07.262419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:07.262450] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:07.262476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:07.262533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:07.321859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:07.322539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:07.322631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:07.322666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:07.440097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:07.440236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:07.440276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:07.440304] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:07.443637] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=45.88%)
[2025-12-18T20:23:07.443908] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-18T20:23:07.444034] [INFO ] [sig       ] GLUE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:07.579935] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GLUE.txt
[2025-12-18T20:23:07.580062] [INFO ] [sig       ] [1414/3568] Completed GLUE in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-18T20:23:07.580099] [INFO ] [sig       ] [1415/3568] Forecasting GMAB...
[2025-12-18T20:23:07.580128] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-18T20:23:07.580157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-18T20:23:07.591953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-18T20:23:07.592255] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-18T20:23:07.593062] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-18T20:23:07.593114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:07.593148] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:07.593176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:07.593235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:07.648606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:07.649383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:07.649462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:07.649494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:07.771627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:07.771786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:07.771868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:07.771902] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:07.775268] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=46.57%)
[2025-12-18T20:23:07.775556] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-18T20:23:07.775703] [INFO ] [sig       ] GMAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:07.921942] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GMAB.txt
[2025-12-18T20:23:07.922097] [INFO ] [sig       ] [1415/3568] Completed GMAB in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-18T20:23:07.922135] [INFO ] [sig       ] [1416/3568] Forecasting GME...
[2025-12-18T20:23:07.922164] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-18T20:23:07.922194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-18T20:23:07.935938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-18T20:23:07.936363] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-18T20:23:07.937173] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-18T20:23:07.937226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:07.937258] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:07.937284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:07.937341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:07.994057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:07.994865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:07.994944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:07.994976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:08.111541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:08.111724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:08.111766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:08.111796] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:08.115130] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-12-18T20:23:08.115425] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-18T20:23:08.115553] [INFO ] [sig       ] GME: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:08.253686] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GME.txt
[2025-12-18T20:23:08.253823] [INFO ] [sig       ] [1416/3568] Completed GME in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:08.253860] [INFO ] [sig       ] [1417/3568] Forecasting GMED...
[2025-12-18T20:23:08.253897] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-18T20:23:08.253927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-18T20:23:08.266146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-18T20:23:08.266534] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-18T20:23:08.267349] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-18T20:23:08.267402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:08.267464] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:08.267492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:08.267570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:08.326627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:08.327488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:08.327612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:08.327649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:08.449763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:08.449920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:08.449963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:08.449992] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:08.453410] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=50.24%)
[2025-12-18T20:23:08.453743] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-18T20:23:08.453884] [INFO ] [sig       ] GMED: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:08.593554] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GMED.txt
[2025-12-18T20:23:08.593726] [INFO ] [sig       ] [1417/3568] Completed GMED in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:08.593769] [INFO ] [sig       ] [1418/3568] Forecasting GMM...
[2025-12-18T20:23:08.593799] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-18T20:23:08.593835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-18T20:23:08.605132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-18T20:23:08.605472] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-18T20:23:08.606253] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-18T20:23:08.606305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:08.606337] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:08.606363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:08.606420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:08.665866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:08.666744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:08.666829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:08.666862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:08.779615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:08.779767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:08.779809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:08.779837] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:08.783118] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-12-18T20:23:08.783387] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-18T20:23:08.783507] [INFO ] [sig       ] GMM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:08.919971] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GMM.txt
[2025-12-18T20:23:08.920104] [INFO ] [sig       ] [1418/3568] Completed GMM in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:08.920142] [INFO ] [sig       ] [1419/3568] Forecasting GMRE...
[2025-12-18T20:23:08.920170] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-18T20:23:08.920199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-18T20:23:08.930948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-18T20:23:08.931234] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-18T20:23:08.931988] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-18T20:23:08.932039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:08.932084] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:08.932112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:08.932167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:08.987478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:08.988361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:08.988445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:08.988477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:09.107276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:09.107424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:09.107465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:09.107493] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:09.110774] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=75.86%)
[2025-12-18T20:23:09.111045] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-18T20:23:09.111165] [INFO ] [sig       ] GMRE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:09.249168] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GMRE.txt
[2025-12-18T20:23:09.249330] [INFO ] [sig       ] [1419/3568] Completed GMRE in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:09.249370] [INFO ] [sig       ] [1420/3568] Forecasting GNE...
[2025-12-18T20:23:09.249399] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-18T20:23:09.249431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-18T20:23:09.260964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-18T20:23:09.261247] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-18T20:23:09.262009] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-18T20:23:09.262065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:09.262096] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:09.262122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:09.262178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:09.318499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:09.319250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:09.319328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:09.319360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:09.436061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:09.436230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:09.436285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:09.436361] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:09.440491] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-18T20:23:09.440783] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-18T20:23:09.440909] [INFO ] [sig       ] GNE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:09.586151] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNE.txt
[2025-12-18T20:23:09.586319] [INFO ] [sig       ] [1420/3568] Completed GNE in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:09.586367] [INFO ] [sig       ] [1421/3568] Forecasting GNK...
[2025-12-18T20:23:09.586396] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-18T20:23:09.586427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-18T20:23:09.602148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-18T20:23:09.602653] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-18T20:23:09.603722] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-18T20:23:09.603788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:09.603832] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:09.603870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:09.603953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:09.665008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:09.665893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:09.665980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:09.666013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:09.798624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:09.798787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:09.798831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:09.798861] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:09.802492] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-12-18T20:23:09.802813] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-18T20:23:09.802950] [INFO ] [sig       ] GNK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:09.962947] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNK.txt
[2025-12-18T20:23:09.963104] [INFO ] [sig       ] [1421/3568] Completed GNK in 0.4s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:09.963143] [INFO ] [sig       ] [1422/3568] Forecasting GNL...
[2025-12-18T20:23:09.963173] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-18T20:23:09.963204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-18T20:23:09.974856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-18T20:23:09.975213] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-18T20:23:09.975997] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-18T20:23:09.976048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:09.976078] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:09.976104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:09.976160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:10.031113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:10.031987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:10.032073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:10.032106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:10.151688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:10.151841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:10.151883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:10.151911] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:10.155249] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=73.59%)
[2025-12-18T20:23:10.155525] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-18T20:23:10.155663] [INFO ] [sig       ] GNL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:10.291592] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNL.txt
[2025-12-18T20:23:10.291734] [INFO ] [sig       ] [1422/3568] Completed GNL in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:10.291773] [INFO ] [sig       ] [1423/3568] Forecasting GNLN...
[2025-12-18T20:23:10.291808] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-18T20:23:10.291840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-18T20:23:10.302643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-18T20:23:10.302974] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-18T20:23:10.303825] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-18T20:23:10.303877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:10.303908] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:10.303936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:10.303992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:10.359533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:10.360257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:10.360335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:10.360366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:10.465122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:10.465274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:10.465315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:10.465344] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:10.468706] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-18T20:23:10.468986] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-18T20:23:10.469134] [INFO ] [sig       ] GNLN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:10.605615] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNLN.txt
[2025-12-18T20:23:10.605754] [INFO ] [sig       ] [1423/3568] Completed GNLN in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:10.605792] [INFO ] [sig       ] [1424/3568] Forecasting GNLX...
[2025-12-18T20:23:10.605822] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-18T20:23:10.605852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-18T20:23:10.617305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-18T20:23:10.617675] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-18T20:23:10.618480] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-18T20:23:10.618534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:10.618566] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:10.618631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:10.618693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:10.675518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:10.676321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:10.676405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:10.676438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:10.793702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:10.793852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:10.793896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:10.793925] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:10.797441] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=72.09%)
[2025-12-18T20:23:10.797825] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-18T20:23:10.797974] [INFO ] [sig       ] GNLX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:10.934385] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNLX.txt
[2025-12-18T20:23:10.934525] [INFO ] [sig       ] [1424/3568] Completed GNLX in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:10.934564] [INFO ] [sig       ] [1425/3568] Forecasting GNMA...
[2025-12-18T20:23:10.934611] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-18T20:23:10.934641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-18T20:23:10.945873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-18T20:23:10.946199] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-18T20:23:10.947032] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-18T20:23:10.947086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:10.947118] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:10.947146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:10.947204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:11.003075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:11.003799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:11.003878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:11.003910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:11.113996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:11.114148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:11.114189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:11.114217] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:11.117470] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=54.75%)
[2025-12-18T20:23:11.117767] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-18T20:23:11.117891] [INFO ] [sig       ] GNMA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:11.254096] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNMA.txt
[2025-12-18T20:23:11.254227] [INFO ] [sig       ] [1425/3568] Completed GNMA in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:11.254264] [INFO ] [sig       ] [1426/3568] Forecasting GNOM...
[2025-12-18T20:23:11.254293] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-18T20:23:11.254322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-18T20:23:11.265841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-18T20:23:11.266170] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-18T20:23:11.267012] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-18T20:23:11.267066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:11.267102] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:11.267129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:11.267185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:11.322890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:11.323798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:11.323880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:11.323913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:11.435910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:11.436064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:11.436104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:11.436147] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:11.439431] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-12-18T20:23:11.439721] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-18T20:23:11.439846] [INFO ] [sig       ] GNOM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:11.575991] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNOM.txt
[2025-12-18T20:23:11.576125] [INFO ] [sig       ] [1426/3568] Completed GNOM in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:11.576163] [INFO ] [sig       ] [1427/3568] Forecasting GNPX...
[2025-12-18T20:23:11.576193] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-18T20:23:11.576222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-18T20:23:11.588284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-18T20:23:11.588614] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-18T20:23:11.589428] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-18T20:23:11.589481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:11.589514] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:11.589541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:11.589616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:11.649364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:11.650108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:11.650218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:11.650253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:11.766083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:11.766238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:11.766280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:11.766308] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:11.769628] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-12-18T20:23:11.769902] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-18T20:23:11.770024] [INFO ] [sig       ] GNPX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:11.908441] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GNPX.txt
[2025-12-18T20:23:11.908595] [INFO ] [sig       ] [1427/3568] Completed GNPX in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:11.908636] [INFO ] [sig       ] [1428/3568] Forecasting GNRC...
[2025-12-18T20:23:11.908666] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-18T20:23:11.908696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-18T20:23:11.920246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-18T20:23:11.920522] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-18T20:23:11.921288] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-18T20:23:11.921339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:11.921369] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:11.921396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:11.921451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:11.977206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:11.977933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:11.978011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:11.978061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:12.103018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:12.103170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:12.103212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:12.103241] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:12.106620] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2025-12-18T20:23:12.106888] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-18T20:23:12.107004] [INFO ] [sig       ] GNRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:12.244264] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNRC.txt
[2025-12-18T20:23:12.244401] [INFO ] [sig       ] [1428/3568] Completed GNRC in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:12.244439] [INFO ] [sig       ] [1429/3568] Forecasting GNSS...
[2025-12-18T20:23:12.244467] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-18T20:23:12.244496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-18T20:23:12.255607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-18T20:23:12.255877] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-18T20:23:12.256656] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-18T20:23:12.256707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:12.256738] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:12.256764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:12.256820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:12.314665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:12.315483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:12.315563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:12.315613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:12.433507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:12.433677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:12.433721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:12.433751] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:12.437092] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-18T20:23:12.437363] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-18T20:23:12.437488] [INFO ] [sig       ] GNSS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:12.573171] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNSS.txt
[2025-12-18T20:23:12.573308] [INFO ] [sig       ] [1429/3568] Completed GNSS in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:12.573346] [INFO ] [sig       ] [1430/3568] Forecasting GNTX...
[2025-12-18T20:23:12.573375] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-18T20:23:12.573406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-18T20:23:12.584474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-18T20:23:12.584769] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-18T20:23:12.585504] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-18T20:23:12.585554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:12.585608] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:12.585641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:12.585709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:12.641467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:12.642322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:12.642405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:12.642436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:12.760960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:12.761110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:12.761153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:12.761183] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:12.764588] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-18T20:23:12.764866] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-18T20:23:12.764992] [INFO ] [sig       ] GNTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:12.902534] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GNTX.txt
[2025-12-18T20:23:12.902707] [INFO ] [sig       ] [1430/3568] Completed GNTX in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:12.902747] [INFO ] [sig       ] [1431/3568] Forecasting GO...
[2025-12-18T20:23:12.902776] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-18T20:23:12.902808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-18T20:23:12.913874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-18T20:23:12.914186] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-18T20:23:12.914968] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-18T20:23:12.915019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:12.915051] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:12.915078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:12.915135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:12.972750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:12.973520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:12.973621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:12.973656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:13.092753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:13.092903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:13.092944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:13.092972] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:13.096364] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-12-18T20:23:13.096652] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-18T20:23:13.096776] [INFO ] [sig       ] GO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:13.236490] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GO.txt
[2025-12-18T20:23:13.236650] [INFO ] [sig       ] [1431/3568] Completed GO in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-18T20:23:13.236691] [INFO ] [sig       ] [1432/3568] Forecasting GOCO...
[2025-12-18T20:23:13.236721] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-18T20:23:13.236752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-18T20:23:13.250330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-18T20:23:13.250629] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-18T20:23:13.251499] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-18T20:23:13.251562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:13.251615] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:13.251643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:13.251699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:13.307765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:13.308375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:13.308451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:13.308483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:13.431857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:13.432009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:13.432054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:13.432083] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:13.435490] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-18T20:23:13.435800] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-18T20:23:13.435930] [INFO ] [sig       ] GOCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:13.572953] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GOCO.txt
[2025-12-18T20:23:13.573093] [INFO ] [sig       ] [1432/3568] Completed GOCO in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-18T20:23:13.573132] [INFO ] [sig       ] [1433/3568] Forecasting GOF...
[2025-12-18T20:23:13.573160] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-18T20:23:13.573190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-18T20:23:13.584398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-18T20:23:13.584699] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-18T20:23:13.585454] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-18T20:23:13.585505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:13.585536] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:13.585563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:13.585642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:13.643999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:13.644850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:13.644932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:13.644965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:13.772823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:13.772976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:13.773017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:13.773046] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:13.776375] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-12-18T20:23:13.776665] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-18T20:23:13.776788] [INFO ] [sig       ] GOF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:13.915706] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GOF.txt
[2025-12-18T20:23:13.915845] [INFO ] [sig       ] [1433/3568] Completed GOF in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:13.915884] [INFO ] [sig       ] [1434/3568] Forecasting GOGO...
[2025-12-18T20:23:13.915913] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-18T20:23:13.915942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-18T20:23:13.926874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-18T20:23:13.927180] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-18T20:23:13.927955] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-18T20:23:13.928005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:13.928061] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:13.928089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:13.928147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:13.984628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:13.985357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:13.985438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:13.985469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:14.104890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:14.105044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:14.105086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:14.105115] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:14.108509] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-18T20:23:14.108804] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-18T20:23:14.108929] [INFO ] [sig       ] GOGO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:14.245547] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GOGO.txt
[2025-12-18T20:23:14.245699] [INFO ] [sig       ] [1434/3568] Completed GOGO in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:14.245738] [INFO ] [sig       ] [1435/3568] Forecasting GOLF...
[2025-12-18T20:23:14.245768] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-18T20:23:14.245797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-18T20:23:14.258092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-18T20:23:14.258410] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-18T20:23:14.259211] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-18T20:23:14.259263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:14.259295] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:14.259322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:14.259381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:14.315851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:14.316611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:14.316687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:14.316719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:14.433279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:14.433433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:14.433474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:14.433502] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:14.436811] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=45.14%)
[2025-12-18T20:23:14.437076] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-18T20:23:14.437200] [INFO ] [sig       ] GOLF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:14.574697] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GOLF.txt
[2025-12-18T20:23:14.574861] [INFO ] [sig       ] [1435/3568] Completed GOLF in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:14.574907] [INFO ] [sig       ] [1436/3568] Forecasting GOOD...
[2025-12-18T20:23:14.574937] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-18T20:23:14.574966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-18T20:23:14.586897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-18T20:23:14.587196] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-18T20:23:14.587953] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-18T20:23:14.588003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:14.588035] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:14.588061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:14.588123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:14.643944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:14.644768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:14.644850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:14.644883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:14.761013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:14.761169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:14.761213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:14.761242] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:14.764841] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-12-18T20:23:14.765168] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-18T20:23:14.765306] [INFO ] [sig       ] GOOD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:14.903091] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GOOD.txt
[2025-12-18T20:23:14.903241] [INFO ] [sig       ] [1436/3568] Completed GOOD in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:14.903278] [INFO ] [sig       ] [1437/3568] Forecasting GOOG...
[2025-12-18T20:23:14.903308] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-18T20:23:14.903341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-18T20:23:14.914902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-18T20:23:14.915222] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-18T20:23:14.916209] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-18T20:23:14.916261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:14.916292] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:14.916317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:14.916374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:14.971830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:14.972491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:14.972569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:14.972619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:15.091851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:15.092000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:15.092041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:15.092102] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:15.095449] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-12-18T20:23:15.095748] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-18T20:23:15.095869] [INFO ] [sig       ] GOOG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:15.233275] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GOOG.txt
[2025-12-18T20:23:15.233407] [INFO ] [sig       ] [1437/3568] Completed GOOG in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:15.233445] [INFO ] [sig       ] [1438/3568] Forecasting GOOS...
[2025-12-18T20:23:15.233473] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-18T20:23:15.233502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-18T20:23:15.244800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-18T20:23:15.245072] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-18T20:23:15.245825] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-18T20:23:15.245875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:15.245906] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:15.245933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:15.245988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:15.301953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:15.302651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:15.302728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:15.302759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:15.424708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:15.424866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:15.424910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:15.424939] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:15.428303] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-12-18T20:23:15.428599] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-18T20:23:15.428731] [INFO ] [sig       ] GOOS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:15.566814] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GOOS.txt
[2025-12-18T20:23:15.566960] [INFO ] [sig       ] [1438/3568] Completed GOOS in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:15.567000] [INFO ] [sig       ] [1439/3568] Forecasting GOSS...
[2025-12-18T20:23:15.567032] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-18T20:23:15.567063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-18T20:23:15.578400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-18T20:23:15.578707] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-18T20:23:15.579528] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-18T20:23:15.579601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:15.579636] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:15.579663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:15.579722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:15.636719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:15.637432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:15.637514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:15.637547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:15.756596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:15.756764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:15.756805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:15.756843] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:15.760231] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=29.52%)
[2025-12-18T20:23:15.760503] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-18T20:23:15.760646] [INFO ] [sig       ] GOSS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:15.901732] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GOSS.txt
[2025-12-18T20:23:15.901859] [INFO ] [sig       ] [1439/3568] Completed GOSS in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:15.901896] [INFO ] [sig       ] [1440/3568] Forecasting GOVI...
[2025-12-18T20:23:15.901926] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-18T20:23:15.901954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-18T20:23:15.913359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-18T20:23:15.913664] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-18T20:23:15.914403] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-18T20:23:15.914454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:15.914485] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:15.914512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:15.914567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:15.970166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:15.970988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:15.971067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:15.971098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:16.085707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:16.085856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:16.085897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:16.085925] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:16.089207] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-18T20:23:16.089475] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-18T20:23:16.089617] [INFO ] [sig       ] GOVI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:16.282138] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GOVI.txt
[2025-12-18T20:23:16.282279] [INFO ] [sig       ] [1440/3568] Completed GOVI in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:16.282316] [INFO ] [sig       ] [1441/3568] Forecasting GPC...
[2025-12-18T20:23:16.282345] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-18T20:23:16.282374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-18T20:23:16.294274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-18T20:23:16.294606] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-18T20:23:16.295429] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-18T20:23:16.295482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:16.295514] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:16.295541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:16.295627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:16.355928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:16.356900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:16.357009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:16.357043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:16.489234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:16.489386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:16.489429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:16.489457] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:16.492826] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-18T20:23:16.493099] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-18T20:23:16.493229] [INFO ] [sig       ] GPC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:16.632098] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GPC.txt
[2025-12-18T20:23:16.632232] [INFO ] [sig       ] [1441/3568] Completed GPC in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:16.632271] [INFO ] [sig       ] [1442/3568] Forecasting GPI...
[2025-12-18T20:23:16.632300] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-18T20:23:16.632330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-18T20:23:16.643432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-18T20:23:16.643745] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-18T20:23:16.644486] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-18T20:23:16.644537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:16.644585] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:16.644615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:16.644671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:16.702490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:16.703378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:16.703466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:16.703499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:16.823552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:16.823718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:16.823759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:16.823788] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:16.827065] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-18T20:23:16.827331] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-18T20:23:16.827452] [INFO ] [sig       ] GPI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:16.965610] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GPI.txt
[2025-12-18T20:23:16.965774] [INFO ] [sig       ] [1442/3568] Completed GPI in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:16.965814] [INFO ] [sig       ] [1443/3568] Forecasting GPIQ...
[2025-12-18T20:23:16.965844] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-18T20:23:16.965872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-18T20:23:16.977591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-18T20:23:16.977952] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-18T20:23:16.978741] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-18T20:23:16.978803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:16.978835] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:16.978861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:16.978917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:17.036992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:17.037884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:17.037973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:17.038006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:17.159380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:17.159543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:17.159600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:17.159632] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:17.162985] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-18T20:23:17.163259] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-18T20:23:17.163382] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:17.302184] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GPIQ.txt
[2025-12-18T20:23:17.302310] [INFO ] [sig       ] [1443/3568] Completed GPIQ in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:17.302348] [INFO ] [sig       ] [1444/3568] Forecasting GPIX...
[2025-12-18T20:23:17.302379] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-18T20:23:17.302408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-18T20:23:17.313970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-18T20:23:17.314269] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-18T20:23:17.315058] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-18T20:23:17.315110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:17.315142] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:17.315169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:17.315226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:17.373782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:17.374454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:17.374563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:17.374615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:17.491959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:17.492111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:17.492153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:17.492181] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:17.495565] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-12-18T20:23:17.495902] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-18T20:23:17.496037] [INFO ] [sig       ] GPIX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:17.633665] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GPIX.txt
[2025-12-18T20:23:17.633793] [INFO ] [sig       ] [1444/3568] Completed GPIX in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:17.633831] [INFO ] [sig       ] [1445/3568] Forecasting GPJA...
[2025-12-18T20:23:17.633861] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-18T20:23:17.633890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-18T20:23:17.645091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-18T20:23:17.645370] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-18T20:23:17.646144] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-18T20:23:17.646196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:17.646230] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:17.646257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:17.646311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:17.701922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:17.702531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:17.702626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:17.702658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:17.813527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:17.813686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:17.813726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:17.813755] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:17.816981] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=63.34%)
[2025-12-18T20:23:17.817252] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-18T20:23:17.817371] [INFO ] [sig       ] GPJA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:17.954957] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GPJA.txt
[2025-12-18T20:23:17.955088] [INFO ] [sig       ] [1445/3568] Completed GPJA in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:17.955126] [INFO ] [sig       ] [1446/3568] Forecasting GPK...
[2025-12-18T20:23:17.955155] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-18T20:23:17.955184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-18T20:23:17.966340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-18T20:23:17.966642] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-18T20:23:17.967442] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-18T20:23:17.967494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:17.967525] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:17.967553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:17.967636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:18.024502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:18.025189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:18.025277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:18.025319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:18.144868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:18.145023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:18.145063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:18.145092] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:18.148433] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-12-18T20:23:18.148736] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-18T20:23:18.148861] [INFO ] [sig       ] GPK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:18.286544] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GPK.txt
[2025-12-18T20:23:18.286686] [INFO ] [sig       ] [1446/3568] Completed GPK in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:18.286730] [INFO ] [sig       ] [1447/3568] Forecasting GPN...
[2025-12-18T20:23:18.286760] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-18T20:23:18.286790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-18T20:23:18.297847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-18T20:23:18.298129] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-18T20:23:18.298913] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-18T20:23:18.298964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:18.298995] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:18.299050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:18.299109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:18.355276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:18.355967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:18.356044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:18.356075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:18.476563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:18.476724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:18.476765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:18.476793] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:18.480084] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-18T20:23:18.480356] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-18T20:23:18.480480] [INFO ] [sig       ] GPN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:18.618300] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GPN.txt
[2025-12-18T20:23:18.618465] [INFO ] [sig       ] [1447/3568] Completed GPN in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:18.618505] [INFO ] [sig       ] [1448/3568] Forecasting GPRE...
[2025-12-18T20:23:18.618533] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-18T20:23:18.618562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-18T20:23:18.629603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-18T20:23:18.629895] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-18T20:23:18.630663] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-18T20:23:18.630713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:18.630744] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:18.630771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:18.630827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:18.686934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:18.687561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:18.687654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:18.687686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:18.809416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:18.809564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:18.809623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:18.809652] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:18.812977] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2025-12-18T20:23:18.813254] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-18T20:23:18.813395] [INFO ] [sig       ] GPRE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:18.956025] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GPRE.txt
[2025-12-18T20:23:18.956220] [INFO ] [sig       ] [1448/3568] Completed GPRE in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:18.956272] [INFO ] [sig       ] [1449/3568] Forecasting GPRK...
[2025-12-18T20:23:18.956311] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-18T20:23:18.956356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-18T20:23:18.971189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-18T20:23:18.971662] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-18T20:23:18.972771] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-18T20:23:18.972839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:18.972889] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:18.972933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:18.973025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:19.035232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:19.036088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:19.036179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:19.036215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:19.156243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:19.156402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:19.156444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:19.156474] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:19.159950] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-12-18T20:23:19.160260] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-18T20:23:19.160398] [INFO ] [sig       ] GPRK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:19.298644] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GPRK.txt
[2025-12-18T20:23:19.298773] [INFO ] [sig       ] [1449/3568] Completed GPRK in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-18T20:23:19.298812] [INFO ] [sig       ] [1450/3568] Forecasting GPRO...
[2025-12-18T20:23:19.298840] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-18T20:23:19.298870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-18T20:23:19.310199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-18T20:23:19.310493] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-18T20:23:19.311252] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-18T20:23:19.311304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:19.311337] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:19.311363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:19.311419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:19.368320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:19.369040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:19.369133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:19.369174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:19.492176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:19.492325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:19.492382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:19.492412] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:19.495689] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-12-18T20:23:19.495958] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-18T20:23:19.496088] [INFO ] [sig       ] GPRO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:19.634242] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GPRO.txt
[2025-12-18T20:23:19.634364] [INFO ] [sig       ] [1450/3568] Completed GPRO in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-18T20:23:19.634402] [INFO ] [sig       ] [1451/3568] Forecasting GRAB...
[2025-12-18T20:23:19.634432] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-18T20:23:19.634462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-18T20:23:19.655055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-18T20:23:19.655361] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-18T20:23:19.656137] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-18T20:23:19.656187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:19.656243] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:19.656273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:19.656332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:19.712088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:19.712782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:19.712861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:19.712892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:19.832489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:19.832651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:19.832692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:19.832720] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:19.835961] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-18T20:23:19.836231] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-18T20:23:19.836353] [INFO ] [sig       ] GRAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:19.977665] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GRAB.txt
[2025-12-18T20:23:19.977808] [INFO ] [sig       ] [1451/3568] Completed GRAB in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:19.977849] [INFO ] [sig       ] [1452/3568] Forecasting GRAL...
[2025-12-18T20:23:19.977880] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-18T20:23:19.977912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-18T20:23:19.994496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-18T20:23:19.994820] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-18T20:23:19.995599] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-18T20:23:19.995652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:19.995684] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:19.995712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:19.995768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:20.052182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:20.052929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:20.053007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:20.053039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:20.173719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:20.173868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:20.173910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:20.173937] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:20.177222] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-18T20:23:20.177492] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-18T20:23:20.177630] [INFO ] [sig       ] GRAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:20.316364] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GRAL.txt
[2025-12-18T20:23:20.316516] [INFO ] [sig       ] [1452/3568] Completed GRAL in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:20.316556] [INFO ] [sig       ] [1453/3568] Forecasting GRBK...
[2025-12-18T20:23:20.316603] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-18T20:23:20.316636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-18T20:23:20.328519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-18T20:23:20.328934] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-18T20:23:20.329835] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-18T20:23:20.329890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:20.329924] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:20.329953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:20.330011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:20.386809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:20.387676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:20.387757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:20.387799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:20.514915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:20.515056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:20.515098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:20.515126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:20.518661] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-18T20:23:20.518932] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-18T20:23:20.519074] [INFO ] [sig       ] GRBK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:20.662108] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GRBK.txt
[2025-12-18T20:23:20.662261] [INFO ] [sig       ] [1453/3568] Completed GRBK in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:20.662302] [INFO ] [sig       ] [1454/3568] Forecasting GRC...
[2025-12-18T20:23:20.662331] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-18T20:23:20.662362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-18T20:23:20.674713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-18T20:23:20.675122] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-18T20:23:20.676070] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-18T20:23:20.676125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:20.676169] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:20.676202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:20.676278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:20.739507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:20.740435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:20.740524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:20.740558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:20.860436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:20.860609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:20.860655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:20.860715] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:20.864094] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-18T20:23:20.864369] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-18T20:23:20.864494] [INFO ] [sig       ] GRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:21.000434] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GRC.txt
[2025-12-18T20:23:21.000555] [INFO ] [sig       ] [1454/3568] Completed GRC in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:21.000610] [INFO ] [sig       ] [1455/3568] Forecasting GREE...
[2025-12-18T20:23:21.000641] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-18T20:23:21.000671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-18T20:23:21.011890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-18T20:23:21.012164] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-18T20:23:21.012937] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-18T20:23:21.012988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:21.013019] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:21.013045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:21.013100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:21.068116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:21.068805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:21.068883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:21.068915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:21.184652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:21.184796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:21.184836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:21.184864] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:21.188088] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=7.96%)
[2025-12-18T20:23:21.188356] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-18T20:23:21.188479] [INFO ] [sig       ] GREE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:21.327427] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GREE.txt
[2025-12-18T20:23:21.327602] [INFO ] [sig       ] [1455/3568] Completed GREE in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:21.327645] [INFO ] [sig       ] [1456/3568] Forecasting GRFS...
[2025-12-18T20:23:21.327674] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-18T20:23:21.327702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-18T20:23:21.338959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-18T20:23:21.339286] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-18T20:23:21.340054] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-18T20:23:21.340104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:21.340135] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:21.340161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:21.340217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:21.394909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:21.395512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:21.395605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:21.395638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:21.514368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:21.514499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:21.514541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:21.514586] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:21.517787] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-18T20:23:21.518055] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-18T20:23:21.518177] [INFO ] [sig       ] GRFS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:21.654118] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GRFS.txt
[2025-12-18T20:23:21.654235] [INFO ] [sig       ] [1456/3568] Completed GRFS in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:21.654272] [INFO ] [sig       ] [1457/3568] Forecasting GRID...
[2025-12-18T20:23:21.654301] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-18T20:23:21.654330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-18T20:23:21.665809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-18T20:23:21.666100] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-18T20:23:21.666870] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-18T20:23:21.666920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:21.666950] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:21.666977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:21.667032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:21.722863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:21.723502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:21.723597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:21.723631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:21.844845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:21.844982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:21.845022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:21.845050] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:21.848276] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-12-18T20:23:21.848541] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-18T20:23:21.848681] [INFO ] [sig       ] GRID: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:21.985665] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GRID.txt
[2025-12-18T20:23:21.985786] [INFO ] [sig       ] [1457/3568] Completed GRID in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:21.985825] [INFO ] [sig       ] [1458/3568] Forecasting GRMN...
[2025-12-18T20:23:21.985859] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-18T20:23:21.985889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-18T20:23:21.996914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-18T20:23:21.997198] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-18T20:23:21.997956] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-18T20:23:21.998007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:21.998037] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:21.998064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:21.998120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:22.054301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:22.055026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:22.055103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:22.055138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:22.174112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:22.174253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:22.174293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:22.174320] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:22.177558] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=33.14%)
[2025-12-18T20:23:22.177843] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-18T20:23:22.177963] [INFO ] [sig       ] GRMN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:22.313757] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GRMN.txt
[2025-12-18T20:23:22.313889] [INFO ] [sig       ] [1458/3568] Completed GRMN in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:22.313927] [INFO ] [sig       ] [1459/3568] Forecasting GRND...
[2025-12-18T20:23:22.313955] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-18T20:23:22.313984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-18T20:23:22.325668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-18T20:23:22.325988] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-18T20:23:22.326764] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-18T20:23:22.326815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:22.326846] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:22.326872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:22.326929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:22.382766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:22.383395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:22.383476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:22.383507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:22.506627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:22.506775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:22.506815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:22.506843] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:22.510129] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-18T20:23:22.510396] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-18T20:23:22.510519] [INFO ] [sig       ] GRND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:22.646217] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GRND.txt
[2025-12-18T20:23:22.646351] [INFO ] [sig       ] [1459/3568] Completed GRND in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:22.646390] [INFO ] [sig       ] [1460/3568] Forecasting GRPN...
[2025-12-18T20:23:22.646418] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-18T20:23:22.646447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-18T20:23:22.658531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-18T20:23:22.658932] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-18T20:23:22.659761] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-18T20:23:22.659813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:22.659844] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:22.659869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:22.659925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:22.715743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:22.716643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:22.716729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:22.716761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:22.835616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:22.835779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:22.835820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:22.835849] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:22.839221] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-18T20:23:22.839511] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-18T20:23:22.839662] [INFO ] [sig       ] GRPN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:22.975953] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GRPN.txt
[2025-12-18T20:23:22.976081] [INFO ] [sig       ] [1460/3568] Completed GRPN in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:22.976119] [INFO ] [sig       ] [1461/3568] Forecasting GRVY...
[2025-12-18T20:23:22.976148] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-18T20:23:22.976178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-18T20:23:22.988741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-18T20:23:22.989115] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-18T20:23:22.989902] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-18T20:23:22.989953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:22.989984] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:22.990012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:22.990068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:23.048131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:23.048839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:23.048947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:23.048979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:23.155896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:23.156047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:23.156087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:23.156130] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:23.159433] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-18T20:23:23.159725] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-18T20:23:23.159852] [INFO ] [sig       ] GRVY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:23.296340] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GRVY.txt
[2025-12-18T20:23:23.296486] [INFO ] [sig       ] [1461/3568] Completed GRVY in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:23.296525] [INFO ] [sig       ] [1462/3568] Forecasting GRWG...
[2025-12-18T20:23:23.296553] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-18T20:23:23.296600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-18T20:23:23.308337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-18T20:23:23.308652] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-18T20:23:23.309426] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-18T20:23:23.309476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:23.309507] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:23.309533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:23.309606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:23.364453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:23.365109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:23.365191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:23.365222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:23.482902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:23.483043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:23.483083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:23.483111] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:23.486344] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-12-18T20:23:23.486629] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-18T20:23:23.486751] [INFO ] [sig       ] GRWG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:23.622644] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GRWG.txt
[2025-12-18T20:23:23.622770] [INFO ] [sig       ] [1462/3568] Completed GRWG in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:23.622808] [INFO ] [sig       ] [1463/3568] Forecasting GRX...
[2025-12-18T20:23:23.622837] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-18T20:23:23.622866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-18T20:23:23.633789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-18T20:23:23.634065] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-18T20:23:23.634829] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-18T20:23:23.634879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:23.634910] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:23.634936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:23.634991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:23.690247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:23.690945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:23.691037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:23.691069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:23.797183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:23.797330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:23.797370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:23.797399] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:23.800735] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-12-18T20:23:23.801005] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-18T20:23:23.801128] [INFO ] [sig       ] GRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:23.937921] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GRX.txt
[2025-12-18T20:23:23.938068] [INFO ] [sig       ] [1463/3568] Completed GRX in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:23.938106] [INFO ] [sig       ] [1464/3568] Forecasting GS...
[2025-12-18T20:23:23.938135] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-18T20:23:23.938164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-18T20:23:23.950309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-18T20:23:23.950701] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-18T20:23:23.951484] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-18T20:23:23.951536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:23.951588] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:23.951630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:23.951691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:24.009880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:24.010569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:24.010666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:24.010699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:24.136139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:24.136294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:24.136335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:24.136365] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:24.139698] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-18T20:23:24.139971] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-18T20:23:24.140094] [INFO ] [sig       ] GS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:24.278016] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GS.txt
[2025-12-18T20:23:24.278221] [INFO ] [sig       ] [1464/3568] Completed GS in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:24.278279] [INFO ] [sig       ] [1465/3568] Forecasting GSBC...
[2025-12-18T20:23:24.278321] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-18T20:23:24.278362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-18T20:23:24.290059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-18T20:23:24.290371] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-18T20:23:24.291161] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-18T20:23:24.291211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:24.291242] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:24.291278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:24.291335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:24.347111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:24.347796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:24.347875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:24.347908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:24.474862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:24.475016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:24.475072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:24.475112] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:24.479535] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-18T20:23:24.479853] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-18T20:23:24.479999] [INFO ] [sig       ] GSBC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:24.622476] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GSBC.txt
[2025-12-18T20:23:24.622633] [INFO ] [sig       ] [1465/3568] Completed GSBC in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:24.622673] [INFO ] [sig       ] [1466/3568] Forecasting GSBD...
[2025-12-18T20:23:24.622702] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-18T20:23:24.622733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-18T20:23:24.634253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-18T20:23:24.634544] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-18T20:23:24.635314] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-18T20:23:24.635365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:24.635399] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:24.635428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:24.635483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:24.705250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:24.706357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:24.706465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:24.706512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:24.824332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:24.824489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:24.824532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:24.824560] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:24.827914] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=20.37%)
[2025-12-18T20:23:24.828188] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-18T20:23:24.828312] [INFO ] [sig       ] GSBD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:24.964229] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GSBD.txt
[2025-12-18T20:23:24.964347] [INFO ] [sig       ] [1466/3568] Completed GSBD in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-18T20:23:24.964386] [INFO ] [sig       ] [1467/3568] Forecasting GSHD...
[2025-12-18T20:23:24.964417] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-18T20:23:24.964445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-18T20:23:24.975720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-18T20:23:24.975999] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-18T20:23:24.976774] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-18T20:23:24.976824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:24.976856] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:24.976883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:24.976939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:25.031849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:25.032441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:25.032517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:25.032549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:25.151180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:25.151330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:25.151371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:25.151399] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:25.154671] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=59.80%)
[2025-12-18T20:23:25.154937] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-18T20:23:25.155055] [INFO ] [sig       ] GSHD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:25.291615] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GSHD.txt
[2025-12-18T20:23:25.291733] [INFO ] [sig       ] [1467/3568] Completed GSHD in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-18T20:23:25.291770] [INFO ] [sig       ] [1468/3568] Forecasting GSK...
[2025-12-18T20:23:25.291798] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-18T20:23:25.291826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-18T20:23:25.302807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-18T20:23:25.303083] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-18T20:23:25.303854] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-18T20:23:25.303904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:25.303959] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:25.303987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:25.304043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:25.359410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:25.360034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:25.360110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:25.360141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:25.483200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:25.483327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:25.483365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:25.483393] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:25.486622] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-18T20:23:25.486887] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-18T20:23:25.487010] [INFO ] [sig       ] GSK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:25.623008] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GSK.txt
[2025-12-18T20:23:25.623119] [INFO ] [sig       ] [1468/3568] Completed GSK in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-18T20:23:25.623157] [INFO ] [sig       ] [1469/3568] Forecasting GSL...
[2025-12-18T20:23:25.623185] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-18T20:23:25.623220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-18T20:23:25.634225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-18T20:23:25.634501] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-18T20:23:25.635265] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-18T20:23:25.635315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:25.635345] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:25.635372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:25.635431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:25.692340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:25.692987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:25.693064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:25.693096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:25.813238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:25.813390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:25.813434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:25.813462] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:25.816775] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2025-12-18T20:23:25.817050] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-18T20:23:25.817172] [INFO ] [sig       ] GSL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:25.954826] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GSL.txt
[2025-12-18T20:23:25.954951] [INFO ] [sig       ] [1469/3568] Completed GSL in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:25.954988] [INFO ] [sig       ] [1470/3568] Forecasting GSM...
[2025-12-18T20:23:25.955017] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-18T20:23:25.955046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-18T20:23:25.966020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-18T20:23:25.966310] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-18T20:23:25.967081] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-18T20:23:25.967133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:25.967164] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:25.967190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:25.967246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:26.022154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:26.022744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:26.022820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:26.022851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:26.138214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:26.138343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:26.138382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:26.138409] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:26.141636] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=38.12%)
[2025-12-18T20:23:26.141900] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-18T20:23:26.142018] [INFO ] [sig       ] GSM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:26.277957] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GSM.txt
[2025-12-18T20:23:26.278075] [INFO ] [sig       ] [1470/3568] Completed GSM in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:26.278113] [INFO ] [sig       ] [1471/3568] Forecasting GTES...
[2025-12-18T20:23:26.278142] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-18T20:23:26.278173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-18T20:23:26.289621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-18T20:23:26.289914] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-18T20:23:26.290712] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-18T20:23:26.290763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:26.290795] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:26.290821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:26.290878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:26.346616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:26.347188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:26.347263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:26.347303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:26.462674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:26.462829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:26.462871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:26.462941] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:26.466361] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-12-18T20:23:26.466663] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-18T20:23:26.466788] [INFO ] [sig       ] GTES: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:26.609474] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GTES.txt
[2025-12-18T20:23:26.609760] [INFO ] [sig       ] [1471/3568] Completed GTES in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:26.609818] [INFO ] [sig       ] [1472/3568] Forecasting GTLB...
[2025-12-18T20:23:26.609861] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-18T20:23:26.609904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-18T20:23:26.622490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-18T20:23:26.622896] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-18T20:23:26.623716] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-18T20:23:26.623769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:26.623801] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:26.623827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:26.623885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:26.680240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:26.680976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:26.681056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:26.681088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:26.801121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:26.801251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:26.801293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:26.801322] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:26.804661] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-18T20:23:26.804936] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-18T20:23:26.805059] [INFO ] [sig       ] GTLB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:26.953743] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GTLB.txt
[2025-12-18T20:23:26.953894] [INFO ] [sig       ] [1472/3568] Completed GTLB in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:26.953932] [INFO ] [sig       ] [1473/3568] Forecasting GTLS...
[2025-12-18T20:23:26.953962] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-18T20:23:26.953992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-18T20:23:26.965687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-18T20:23:26.966051] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-18T20:23:26.966862] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-18T20:23:26.966914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:26.966946] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:26.966974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:26.967032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:27.024077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:27.024934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:27.025016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:27.025048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:27.148134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:27.148272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:27.148312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:27.148341] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:27.151609] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-12-18T20:23:27.151877] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-18T20:23:27.151998] [INFO ] [sig       ] GTLS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:27.289734] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GTLS.txt
[2025-12-18T20:23:27.289850] [INFO ] [sig       ] [1473/3568] Completed GTLS in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:27.289888] [INFO ] [sig       ] [1474/3568] Forecasting GTN...
[2025-12-18T20:23:27.289917] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-18T20:23:27.289947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-18T20:23:27.301408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-18T20:23:27.301710] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-18T20:23:27.302467] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-18T20:23:27.302519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:27.302551] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:27.302775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:27.302838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:27.359118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:27.359715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:27.359793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:27.359824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:27.482252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:27.482388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:27.482428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:27.482457] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:27.485775] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-18T20:23:27.486047] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-18T20:23:27.486174] [INFO ] [sig       ] GTN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:27.622428] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GTN.txt
[2025-12-18T20:23:27.622560] [INFO ] [sig       ] [1474/3568] Completed GTN in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:27.622614] [INFO ] [sig       ] [1475/3568] Forecasting GTX...
[2025-12-18T20:23:27.622644] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-18T20:23:27.622673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-18T20:23:27.634234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-18T20:23:27.634552] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-18T20:23:27.635316] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-18T20:23:27.635366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:27.635398] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:27.635424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:27.635485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:27.691131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:27.692134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:27.692219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:27.692252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:27.809933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:27.810101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:27.810145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:27.810173] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:27.813616] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-12-18T20:23:27.813902] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-18T20:23:27.814032] [INFO ] [sig       ] GTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:27.951933] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GTX.txt
[2025-12-18T20:23:27.952078] [INFO ] [sig       ] [1475/3568] Completed GTX in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:27.952116] [INFO ] [sig       ] [1476/3568] Forecasting GTY...
[2025-12-18T20:23:27.952145] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-18T20:23:27.952175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-18T20:23:27.963886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-18T20:23:27.964198] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-18T20:23:27.965002] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-18T20:23:27.965053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:27.965083] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:27.965108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:27.965163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:28.020720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:28.021633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:28.021715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:28.021747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:28.139583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:28.139740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:28.139782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:28.139809] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:28.143059] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-18T20:23:28.143325] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-18T20:23:28.143446] [INFO ] [sig       ] GTY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:28.280174] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GTY.txt
[2025-12-18T20:23:28.280292] [INFO ] [sig       ] [1476/3568] Completed GTY in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:28.280329] [INFO ] [sig       ] [1477/3568] Forecasting GUG...
[2025-12-18T20:23:28.280357] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-18T20:23:28.280386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-18T20:23:28.292085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-18T20:23:28.292365] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-18T20:23:28.293131] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-18T20:23:28.293181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:28.293212] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:28.293239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:28.293295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:28.348392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:28.348995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:28.349089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:28.349121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:28.467407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:28.467546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:28.467602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:28.467634] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:28.471033] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-18T20:23:28.471310] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-18T20:23:28.471436] [INFO ] [sig       ] GUG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:28.609976] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GUG.txt
[2025-12-18T20:23:28.610086] [INFO ] [sig       ] [1477/3568] Completed GUG in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:28.610122] [INFO ] [sig       ] [1478/3568] Forecasting GVA...
[2025-12-18T20:23:28.610151] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-18T20:23:28.610180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-18T20:23:28.621319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-18T20:23:28.621623] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-18T20:23:28.622366] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-18T20:23:28.622426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:28.622459] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:28.622485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:28.622541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:28.679956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:28.680607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:28.680709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:28.680741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:28.797584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:28.797698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:28.797734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:28.797762] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:28.800910] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-12-18T20:23:28.801175] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-18T20:23:28.801297] [INFO ] [sig       ] GVA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:28.938357] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GVA.txt
[2025-12-18T20:23:28.938468] [INFO ] [sig       ] [1478/3568] Completed GVA in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:28.938505] [INFO ] [sig       ] [1479/3568] Forecasting GWH...
[2025-12-18T20:23:28.938534] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-18T20:23:28.938563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-18T20:23:28.950252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-18T20:23:28.950538] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-18T20:23:28.951295] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-18T20:23:28.951346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:28.951378] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:28.951404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:28.951461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:29.007467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:29.008108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:29.008184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:29.008216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:29.130825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:29.130983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:29.131026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:29.131054] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:29.134372] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-18T20:23:29.134667] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-18T20:23:29.134793] [INFO ] [sig       ] GWH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:29.273502] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GWH.txt
[2025-12-18T20:23:29.273644] [INFO ] [sig       ] [1479/3568] Completed GWH in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:29.273684] [INFO ] [sig       ] [1480/3568] Forecasting GWRE...
[2025-12-18T20:23:29.273713] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-18T20:23:29.273742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-18T20:23:29.284969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-18T20:23:29.285248] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-18T20:23:29.286012] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-18T20:23:29.286062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:29.286092] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:29.286119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:29.286174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:29.341224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:29.341813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:29.341889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:29.341920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:29.460793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:29.460913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:29.460950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:29.460978] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:29.464158] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-18T20:23:29.464417] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-18T20:23:29.464542] [INFO ] [sig       ] GWRE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:29.606011] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GWRE.txt
[2025-12-18T20:23:29.606125] [INFO ] [sig       ] [1480/3568] Completed GWRE in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:29.606162] [INFO ] [sig       ] [1481/3568] Forecasting GWRS...
[2025-12-18T20:23:29.606191] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-18T20:23:29.606219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-18T20:23:29.617808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-18T20:23:29.618080] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-18T20:23:29.618880] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-18T20:23:29.618929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:29.618961] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:29.618987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:29.619067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:29.676533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:29.677157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:29.677236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:29.677268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:29.793522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:29.793654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:29.793692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:29.793720] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:29.796864] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-12-18T20:23:29.797126] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-18T20:23:29.797246] [INFO ] [sig       ] GWRS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:29.934298] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GWRS.txt
[2025-12-18T20:23:29.934434] [INFO ] [sig       ] [1481/3568] Completed GWRS in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:29.934479] [INFO ] [sig       ] [1482/3568] Forecasting GXAI...
[2025-12-18T20:23:29.934513] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-18T20:23:29.934542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-18T20:23:29.945452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-18T20:23:29.945755] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-18T20:23:29.946493] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-18T20:23:29.946543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:29.946593] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:29.946622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:29.946678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:30.002552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:30.003192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:30.003270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:30.003302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:30.115698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:30.115819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:30.115856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:30.115884] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:30.119098] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2025-12-18T20:23:30.119360] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-18T20:23:30.119478] [INFO ] [sig       ] GXAI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:30.260922] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/GXAI.txt
[2025-12-18T20:23:30.261090] [INFO ] [sig       ] [1482/3568] Completed GXAI in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:30.261130] [INFO ] [sig       ] [1483/3568] Forecasting GYRE...
[2025-12-18T20:23:30.261159] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-18T20:23:30.261189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-18T20:23:30.272727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-18T20:23:30.273085] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-18T20:23:30.273876] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-18T20:23:30.273927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:30.273958] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:30.273985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:30.274041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:30.330063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:30.330935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:30.331017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:30.331049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:30.448429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:30.448530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:30.448586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:30.448617] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:30.451703] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-12-18T20:23:30.451964] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-18T20:23:30.452102] [INFO ] [sig       ] GYRE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:30.589627] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/GYRE.txt
[2025-12-18T20:23:30.589769] [INFO ] [sig       ] [1483/3568] Completed GYRE in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-18T20:23:30.589807] [INFO ] [sig       ] [1484/3568] Forecasting H...
[2025-12-18T20:23:30.589836] [INFO ] [sig       ] Generating forecast for: H
[2025-12-18T20:23:30.589865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-18T20:23:30.601264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-18T20:23:30.601540] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-18T20:23:30.602298] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-18T20:23:30.602349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:30.602382] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:30.602409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:30.602466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:30.659440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:30.660103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:30.660179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:30.660211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:30.778284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:30.778395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:30.778433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:30.778462] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:30.781680] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=58.22%)
[2025-12-18T20:23:30.781943] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-18T20:23:30.782060] [INFO ] [sig       ] H: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:30.919487] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/H.txt
[2025-12-18T20:23:30.919614] [INFO ] [sig       ] [1484/3568] Completed H in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-18T20:23:30.919654] [INFO ] [sig       ] [1485/3568] Forecasting HAE...
[2025-12-18T20:23:30.919683] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-18T20:23:30.919712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-18T20:23:30.930973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-18T20:23:30.931249] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-18T20:23:30.932010] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-18T20:23:30.932062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:30.932118] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:30.932146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:30.932203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:30.987820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:30.988405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:30.988481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:30.988512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:31.108169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:31.108294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:31.108332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:31.108375] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:31.111619] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=47.79%)
[2025-12-18T20:23:31.111881] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-18T20:23:31.112001] [INFO ] [sig       ] HAE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:31.248504] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HAE.txt
[2025-12-18T20:23:31.248653] [INFO ] [sig       ] [1485/3568] Completed HAE in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-18T20:23:31.248697] [INFO ] [sig       ] [1486/3568] Forecasting HAFC...
[2025-12-18T20:23:31.248725] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-18T20:23:31.248755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-18T20:23:31.263498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-18T20:23:31.263879] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-18T20:23:31.264710] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-18T20:23:31.264761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:31.264792] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:31.264818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:31.264874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:31.320918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:31.321792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:31.321874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:31.321905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:31.438661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:31.438811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:31.438853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:31.438880] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:31.442173] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-18T20:23:31.442438] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-18T20:23:31.442560] [INFO ] [sig       ] HAFC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:31.578609] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HAFC.txt
[2025-12-18T20:23:31.578723] [INFO ] [sig       ] [1486/3568] Completed HAFC in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-18T20:23:31.578759] [INFO ] [sig       ] [1487/3568] Forecasting HAIN...
[2025-12-18T20:23:31.578788] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-18T20:23:31.578816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-18T20:23:31.589887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-18T20:23:31.590186] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-18T20:23:31.590951] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-18T20:23:31.591001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:31.591032] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:31.591058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:31.591113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:31.646252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:31.646845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:31.646935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:31.646966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:31.765518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:31.765684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:31.765725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:31.765753] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:31.769697] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=25.19%)
[2025-12-18T20:23:31.769999] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-18T20:23:31.770138] [INFO ] [sig       ] HAIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:31.908003] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HAIN.txt
[2025-12-18T20:23:31.908130] [INFO ] [sig       ] [1487/3568] Completed HAIN in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:31.908169] [INFO ] [sig       ] [1488/3568] Forecasting HAL...
[2025-12-18T20:23:31.908197] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-18T20:23:31.908228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-18T20:23:31.918931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-18T20:23:31.919263] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-18T20:23:31.920034] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-18T20:23:31.920084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:31.920114] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:31.920141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:31.920196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:31.978853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:31.979703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:31.979788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:31.979820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:32.096602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:32.096728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:32.096766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:32.096830] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:32.100082] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=64.24%)
[2025-12-18T20:23:32.100352] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-18T20:23:32.100485] [INFO ] [sig       ] HAL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:32.236927] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HAL.txt
[2025-12-18T20:23:32.237032] [INFO ] [sig       ] [1488/3568] Completed HAL in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:32.237069] [INFO ] [sig       ] [1489/3568] Forecasting HALO...
[2025-12-18T20:23:32.237098] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-18T20:23:32.237127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-18T20:23:32.248030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-18T20:23:32.248305] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-18T20:23:32.249088] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-18T20:23:32.249137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:32.249178] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:32.249204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:32.249260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:32.305079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:32.305703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:32.305780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:32.305812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:32.426458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:32.426589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:32.426628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:32.426656] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:32.429782] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-12-18T20:23:32.430046] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-18T20:23:32.430165] [INFO ] [sig       ] HALO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:32.566668] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HALO.txt
[2025-12-18T20:23:32.566795] [INFO ] [sig       ] [1489/3568] Completed HALO in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:32.566833] [INFO ] [sig       ] [1490/3568] Forecasting HAS...
[2025-12-18T20:23:32.566861] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-18T20:23:32.566892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-18T20:23:32.577749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-18T20:23:32.578018] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-18T20:23:32.578788] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-18T20:23:32.578838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:32.578870] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:32.578896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:32.578953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:32.634024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:32.634628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:32.634703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:32.634735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:32.754301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:32.754437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:32.754486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:32.754516] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:32.757845] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-18T20:23:32.758127] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-18T20:23:32.758258] [INFO ] [sig       ] HAS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:32.894838] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HAS.txt
[2025-12-18T20:23:32.894962] [INFO ] [sig       ] [1490/3568] Completed HAS in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:32.895000] [INFO ] [sig       ] [1491/3568] Forecasting HASI...
[2025-12-18T20:23:32.895028] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-18T20:23:32.895057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-18T20:23:32.905981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-18T20:23:32.906286] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-18T20:23:32.907060] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-18T20:23:32.907110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:32.907141] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:32.907168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:32.907223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:32.962922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:32.963516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:32.963609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:32.963642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:33.084145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:33.084287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:33.084328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:33.084356] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:33.087597] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-18T20:23:33.087873] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-18T20:23:33.087998] [INFO ] [sig       ] HASI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:33.224482] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HASI.txt
[2025-12-18T20:23:33.224614] [INFO ] [sig       ] [1491/3568] Completed HASI in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:33.224653] [INFO ] [sig       ] [1492/3568] Forecasting HBAN...
[2025-12-18T20:23:33.224681] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-18T20:23:33.224711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-18T20:23:33.235827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-18T20:23:33.236103] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-18T20:23:33.236868] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-18T20:23:33.236919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:33.236951] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:33.236977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:33.237033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:33.292981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:33.293569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:33.293663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:33.293694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:33.415654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:33.415803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:33.415851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:33.415881] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:33.419261] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-12-18T20:23:33.419525] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-18T20:23:33.419676] [INFO ] [sig       ] HBAN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:33.558774] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HBAN.txt
[2025-12-18T20:23:33.558927] [INFO ] [sig       ] [1492/3568] Completed HBAN in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:33.558974] [INFO ] [sig       ] [1493/3568] Forecasting HBANL...
[2025-12-18T20:23:33.559044] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-18T20:23:33.559080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-18T20:23:33.570111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-18T20:23:33.570475] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-18T20:23:33.571261] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-18T20:23:33.571312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:33.571344] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:33.571370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:33.571426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:33.627031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:33.627882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:33.627963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:33.627994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:33.743211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:33.743364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:33.743406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:33.743437] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:33.746917] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: UP (p=51.03%)
[2025-12-18T20:23:33.747227] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-18T20:23:33.747362] [INFO ] [sig       ] HBANL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:33.885723] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HBANL.txt
[2025-12-18T20:23:33.885841] [INFO ] [sig       ] [1493/3568] Completed HBANL in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:33.885879] [INFO ] [sig       ] [1494/3568] Forecasting HBANP...
[2025-12-18T20:23:33.885909] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-18T20:23:33.885939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-18T20:23:33.896635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-18T20:23:33.896905] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-18T20:23:33.897663] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-18T20:23:33.897713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:33.897744] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:33.897770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:33.897826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:33.952813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:33.953414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:33.953491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:33.953522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:34.070747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:34.070871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:34.070908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:34.070936] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:34.074087] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=36.16%)
[2025-12-18T20:23:34.074348] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-18T20:23:34.074469] [INFO ] [sig       ] HBANP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:34.215225] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HBANP.txt
[2025-12-18T20:23:34.215369] [INFO ] [sig       ] [1494/3568] Completed HBANP in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:34.215413] [INFO ] [sig       ] [1495/3568] Forecasting HBB...
[2025-12-18T20:23:34.215443] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-18T20:23:34.215473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-18T20:23:34.227010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-18T20:23:34.227276] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-18T20:23:34.228277] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-18T20:23:34.228328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:34.228360] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:34.228386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:34.228442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:34.286296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:34.286951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:34.287064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:34.287100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:34.400937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:34.401051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:34.401089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:34.401118] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:34.404302] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2025-12-18T20:23:34.404587] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-18T20:23:34.404712] [INFO ] [sig       ] HBB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:34.544510] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HBB.txt
[2025-12-18T20:23:34.544685] [INFO ] [sig       ] [1495/3568] Completed HBB in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:34.544725] [INFO ] [sig       ] [1496/3568] Forecasting HBCP...
[2025-12-18T20:23:34.544754] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-18T20:23:34.544785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-18T20:23:34.555937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-18T20:23:34.556300] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-18T20:23:34.557085] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-18T20:23:34.557137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:34.557168] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:34.557194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:34.557250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:34.612390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:34.613247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:34.613327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:34.613359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:34.728214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:34.728380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:34.728422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:34.728466] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:34.731936] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-12-18T20:23:34.732253] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-18T20:23:34.732390] [INFO ] [sig       ] HBCP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:34.877237] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HBCP.txt
[2025-12-18T20:23:34.877394] [INFO ] [sig       ] [1496/3568] Completed HBCP in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:34.877434] [INFO ] [sig       ] [1497/3568] Forecasting HBM...
[2025-12-18T20:23:34.877463] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-18T20:23:34.877495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-18T20:23:34.888425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-18T20:23:34.888706] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-18T20:23:34.889472] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-18T20:23:34.889522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:34.889552] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:34.889595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:34.889653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:34.945394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:34.946252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:34.946365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:34.946399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:35.066355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:35.066509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:35.066550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:35.066597] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:35.069970] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-12-18T20:23:35.070254] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-18T20:23:35.070382] [INFO ] [sig       ] HBM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:35.207605] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HBM.txt
[2025-12-18T20:23:35.207734] [INFO ] [sig       ] [1497/3568] Completed HBM in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:35.207772] [INFO ] [sig       ] [1498/3568] Forecasting HBNC...
[2025-12-18T20:23:35.207801] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-18T20:23:35.207830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-18T20:23:35.218593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-18T20:23:35.218856] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-18T20:23:35.219643] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-18T20:23:35.219693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:35.219724] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:35.219750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:35.219805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:35.275460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:35.276059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:35.276137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:35.276179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:35.390439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:35.390539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:35.390591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:35.390624] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:35.393658] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=28.94%)
[2025-12-18T20:23:35.393917] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-18T20:23:35.394037] [INFO ] [sig       ] HBNC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:35.536277] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HBNC.txt
[2025-12-18T20:23:35.536481] [INFO ] [sig       ] [1498/3568] Completed HBNC in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:35.536532] [INFO ] [sig       ] [1499/3568] Forecasting HCA...
[2025-12-18T20:23:35.536563] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-18T20:23:35.536614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-18T20:23:35.547839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-18T20:23:35.548117] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-18T20:23:35.548923] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-18T20:23:35.548974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:35.549005] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:35.549052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:35.549117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:35.604239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:35.604861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:35.604944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:35.604977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:35.722143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:35.722292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:35.722333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:35.722362] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:35.725676] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=81.95%)
[2025-12-18T20:23:35.725944] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-18T20:23:35.726064] [INFO ] [sig       ] HCA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:35.864727] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HCA.txt
[2025-12-18T20:23:35.864877] [INFO ] [sig       ] [1499/3568] Completed HCA in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-18T20:23:35.864914] [INFO ] [sig       ] [1500/3568] Forecasting HCC...
[2025-12-18T20:23:35.864944] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-18T20:23:35.864974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-18T20:23:35.876732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-18T20:23:35.877073] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-18T20:23:35.877848] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-18T20:23:35.877899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:35.877929] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:35.877955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:35.878023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:35.933731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:35.934570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:35.934668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:35.934700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:36.056032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:36.056160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:36.056199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:36.056226] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:36.059446] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-18T20:23:36.059736] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-18T20:23:36.059861] [INFO ] [sig       ] HCC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:36.200218] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HCC.txt
[2025-12-18T20:23:36.200341] [INFO ] [sig       ] [1500/3568] Completed HCC in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-18T20:23:36.200379] [INFO ] [sig       ] [1501/3568] Forecasting HCI...
[2025-12-18T20:23:36.200408] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-18T20:23:36.200438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-18T20:23:36.211681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-18T20:23:36.211946] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-18T20:23:36.212748] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-18T20:23:36.212798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:36.212830] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:36.212856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:36.212912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:36.268869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:36.269511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:36.269603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:36.269637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:36.385771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:36.385872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:36.385909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:36.385937] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:36.389093] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-12-18T20:23:36.389362] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-18T20:23:36.389482] [INFO ] [sig       ] HCI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:36.526683] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HCI.txt
[2025-12-18T20:23:36.526798] [INFO ] [sig       ] [1501/3568] Completed HCI in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-18T20:23:36.526834] [INFO ] [sig       ] [1502/3568] Forecasting HCM...
[2025-12-18T20:23:36.526863] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-18T20:23:36.526892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-18T20:23:36.538365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-18T20:23:36.538720] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-18T20:23:36.539496] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-18T20:23:36.539558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:36.539645] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:36.539680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:36.539754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:36.595807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:36.596562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:36.596658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:36.596690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:36.715995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:36.716150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:36.716190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:36.716218] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:36.719525] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-18T20:23:36.719817] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-18T20:23:36.719940] [INFO ] [sig       ] HCM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:36.855465] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HCM.txt
[2025-12-18T20:23:36.855614] [INFO ] [sig       ] [1502/3568] Completed HCM in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-18T20:23:36.855695] [INFO ] [sig       ] [1503/3568] Forecasting HCSG...
[2025-12-18T20:23:36.855745] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-18T20:23:36.855796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-18T20:23:36.866985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-18T20:23:36.867250] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-18T20:23:36.868027] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-18T20:23:36.868077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:36.868108] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:36.868133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:36.868189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:36.928843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:36.929564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:36.929674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:36.929712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:37.049348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:37.049498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:37.049541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:37.049585] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:37.052987] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=29.41%)
[2025-12-18T20:23:37.053281] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-18T20:23:37.053407] [INFO ] [sig       ] HCSG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:37.193692] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HCSG.txt
[2025-12-18T20:23:37.193811] [INFO ] [sig       ] [1503/3568] Completed HCSG in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-18T20:23:37.193848] [INFO ] [sig       ] [1504/3568] Forecasting HCTI...
[2025-12-18T20:23:37.193877] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-18T20:23:37.193907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-18T20:23:37.205029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-18T20:23:37.205339] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-18T20:23:37.206194] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-18T20:23:37.206247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:37.206280] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:37.206307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:37.206365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:37.263381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:37.264063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:37.264140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:37.264178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:37.374895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:37.375017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:37.375056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:37.375084] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:37.378305] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-18T20:23:37.378584] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-18T20:23:37.378715] [INFO ] [sig       ] HCTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:37.515979] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HCTI.txt
[2025-12-18T20:23:37.516102] [INFO ] [sig       ] [1504/3568] Completed HCTI in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-18T20:23:37.516142] [INFO ] [sig       ] [1505/3568] Forecasting HD...
[2025-12-18T20:23:37.516171] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-18T20:23:37.516203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-18T20:23:37.527168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-18T20:23:37.527460] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-18T20:23:37.528322] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-18T20:23:37.528376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:37.528409] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:37.528436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:37.528494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:37.587312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:37.587966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:37.588046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:37.588078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:37.706986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:37.707141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:37.707182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:37.707244] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:37.711917] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-18T20:23:37.712212] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-18T20:23:37.712351] [INFO ] [sig       ] HD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:37.850478] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HD.txt
[2025-12-18T20:23:37.850647] [INFO ] [sig       ] [1505/3568] Completed HD in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:37.850689] [INFO ] [sig       ] [1506/3568] Forecasting HDB...
[2025-12-18T20:23:37.850719] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-18T20:23:37.850749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-18T20:23:37.862429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-18T20:23:37.862781] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-18T20:23:37.863546] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-18T20:23:37.863616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:37.863653] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:37.863685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:37.863755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:37.920775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:37.921683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:37.921765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:37.921799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:38.045438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:38.045611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:38.045653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:38.045680] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:38.049111] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-18T20:23:38.049422] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-18T20:23:38.049555] [INFO ] [sig       ] HDB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:38.188168] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HDB.txt
[2025-12-18T20:23:38.188320] [INFO ] [sig       ] [1506/3568] Completed HDB in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:38.188358] [INFO ] [sig       ] [1507/3568] Forecasting HDSN...
[2025-12-18T20:23:38.188388] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-18T20:23:38.188417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-18T20:23:38.199942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-18T20:23:38.200274] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-18T20:23:38.201042] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-18T20:23:38.201092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:38.201124] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:38.201150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:38.201207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:38.257418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:38.258268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:38.258349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:38.258381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:38.371859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:38.372014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:38.372055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:38.372084] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:38.375378] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-18T20:23:38.375700] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-18T20:23:38.375829] [INFO ] [sig       ] HDSN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:38.515753] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HDSN.txt
[2025-12-18T20:23:38.515884] [INFO ] [sig       ] [1507/3568] Completed HDSN in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:38.515922] [INFO ] [sig       ] [1508/3568] Forecasting HE...
[2025-12-18T20:23:38.515951] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-18T20:23:38.515982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-18T20:23:38.527468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-18T20:23:38.527780] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-18T20:23:38.528535] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-18T20:23:38.528602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:38.528634] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:38.528660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:38.528716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:38.586014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:38.586665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:38.586743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:38.586777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:38.708042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:38.708201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:38.708242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:38.708270] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:38.711565] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=20.03%)
[2025-12-18T20:23:38.711850] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-18T20:23:38.711973] [INFO ] [sig       ] HE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:38.848649] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HE.txt
[2025-12-18T20:23:38.848771] [INFO ] [sig       ] [1508/3568] Completed HE in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:38.848808] [INFO ] [sig       ] [1509/3568] Forecasting HEI...
[2025-12-18T20:23:38.848837] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-18T20:23:38.848866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-18T20:23:38.860809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-18T20:23:38.861111] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-18T20:23:38.861902] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-18T20:23:38.861954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:38.861986] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:38.862012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:38.862069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:38.919182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:38.919775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:38.919851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:38.919882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:39.043112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:39.043241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:39.043294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:39.043323] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:39.046650] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-18T20:23:39.046917] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-18T20:23:39.047047] [INFO ] [sig       ] HEI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:39.183728] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HEI.txt
[2025-12-18T20:23:39.183836] [INFO ] [sig       ] [1509/3568] Completed HEI in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:39.183872] [INFO ] [sig       ] [1510/3568] Forecasting HELE...
[2025-12-18T20:23:39.183901] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-18T20:23:39.183929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-18T20:23:39.195298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-18T20:23:39.195610] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-18T20:23:39.196383] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-18T20:23:39.196436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:39.196469] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:39.196497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:39.196554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:39.254048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:39.254667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:39.254747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:39.254779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:39.373837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:39.373945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:39.373982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:39.374009] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:39.377163] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-18T20:23:39.377425] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-18T20:23:39.377548] [INFO ] [sig       ] HELE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:39.512641] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HELE.txt
[2025-12-18T20:23:39.512765] [INFO ] [sig       ] [1510/3568] Completed HELE in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:39.512803] [INFO ] [sig       ] [1511/3568] Forecasting HEPS...
[2025-12-18T20:23:39.512831] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-18T20:23:39.512860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-18T20:23:39.524328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-18T20:23:39.524661] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-18T20:23:39.525457] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-18T20:23:39.525510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:39.525542] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:39.525569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:39.525660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:39.580722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:39.581422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:39.581501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:39.581532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:39.700743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:39.700894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:39.700935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:39.700963] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:39.704214] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=78.70%)
[2025-12-18T20:23:39.704478] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-18T20:23:39.704617] [INFO ] [sig       ] HEPS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:39.840155] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HEPS.txt
[2025-12-18T20:23:39.840290] [INFO ] [sig       ] [1511/3568] Completed HEPS in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:39.840328] [INFO ] [sig       ] [1512/3568] Forecasting HEQ...
[2025-12-18T20:23:39.840357] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-18T20:23:39.840387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-18T20:23:39.851872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-18T20:23:39.852200] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-18T20:23:39.853002] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-18T20:23:39.853055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:39.853087] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:39.853115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:39.853176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:39.908220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:39.908920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:39.909064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:39.909114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:40.021657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:40.021802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:40.021842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:40.021870] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:40.025085] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-18T20:23:40.025353] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-18T20:23:40.025474] [INFO ] [sig       ] HEQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:40.160291] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HEQ.txt
[2025-12-18T20:23:40.160428] [INFO ] [sig       ] [1512/3568] Completed HEQ in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:40.160466] [INFO ] [sig       ] [1513/3568] Forecasting HERO...
[2025-12-18T20:23:40.160495] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-18T20:23:40.160525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-18T20:23:40.172658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-18T20:23:40.173225] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-18T20:23:40.174041] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-18T20:23:40.174093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:40.174138] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:40.174167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:40.174223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:40.230053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:40.230933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:40.231020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:40.231052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:40.350630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:40.350787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:40.350828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:40.350856] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:40.354184] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=20.12%)
[2025-12-18T20:23:40.354475] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-18T20:23:40.354619] [INFO ] [sig       ] HERO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:40.490972] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HERO.txt
[2025-12-18T20:23:40.491107] [INFO ] [sig       ] [1513/3568] Completed HERO in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:40.491145] [INFO ] [sig       ] [1514/3568] Forecasting HESM...
[2025-12-18T20:23:40.491174] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-18T20:23:40.491204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-18T20:23:40.502854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-18T20:23:40.503141] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-18T20:23:40.503913] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-18T20:23:40.503964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:40.503994] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:40.504021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:40.504076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:40.558854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:40.559494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:40.559589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:40.559624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:40.683912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:40.684055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:40.684095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:40.684123] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:40.687368] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=29.03%)
[2025-12-18T20:23:40.687651] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-18T20:23:40.687775] [INFO ] [sig       ] HESM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:40.824613] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HESM.txt
[2025-12-18T20:23:40.824768] [INFO ] [sig       ] [1514/3568] Completed HESM in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:40.824808] [INFO ] [sig       ] [1515/3568] Forecasting HFFG...
[2025-12-18T20:23:40.824837] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-18T20:23:40.824868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-18T20:23:40.836502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-18T20:23:40.836818] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-18T20:23:40.837565] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-18T20:23:40.837638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:40.837671] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:40.837697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:40.837752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:40.894666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:40.895354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:40.895434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:40.895467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:41.011902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:41.012052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:41.012094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:41.012124] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:41.015459] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: DOWN (p=39.05%)
[2025-12-18T20:23:41.015765] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-18T20:23:41.015910] [INFO ] [sig       ] HFFG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:41.156544] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HFFG.txt
[2025-12-18T20:23:41.156739] [INFO ] [sig       ] [1515/3568] Completed HFFG in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:41.156781] [INFO ] [sig       ] [1516/3568] Forecasting HFRO...
[2025-12-18T20:23:41.156810] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-18T20:23:41.156840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-18T20:23:41.171125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-18T20:23:41.171659] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-18T20:23:41.172731] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-18T20:23:41.172786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:41.172820] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:41.172847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:41.172920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:41.230437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:41.231761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:41.231888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:41.231925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:41.353367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:41.353632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:41.353681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:41.353711] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:41.357563] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-18T20:23:41.357886] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-18T20:23:41.358019] [INFO ] [sig       ] HFRO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:41.496236] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HFRO.txt
[2025-12-18T20:23:41.496398] [INFO ] [sig       ] [1516/3568] Completed HFRO in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-18T20:23:41.496447] [INFO ] [sig       ] [1517/3568] Forecasting HFWA...
[2025-12-18T20:23:41.496476] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-18T20:23:41.496507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-18T20:23:41.513013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-18T20:23:41.513490] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-18T20:23:41.514340] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-18T20:23:41.514393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:41.514424] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:41.514452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:41.514507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:41.569869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:41.570526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:41.570626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:41.570659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:41.688144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:41.688309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:41.688351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:41.688379] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:41.691768] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-18T20:23:41.692064] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-18T20:23:41.692191] [INFO ] [sig       ] HFWA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:41.829425] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HFWA.txt
[2025-12-18T20:23:41.829554] [INFO ] [sig       ] [1517/3568] Completed HFWA in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-18T20:23:41.829610] [INFO ] [sig       ] [1518/3568] Forecasting HG...
[2025-12-18T20:23:41.829641] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-18T20:23:41.829670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-18T20:23:41.840870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-18T20:23:41.841191] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-18T20:23:41.841972] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-18T20:23:41.842023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:41.842055] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:41.842082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:41.842138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:41.896842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:41.897482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:41.897560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:41.897610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:42.015469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:42.015648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:42.015692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:42.015720] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:42.019001] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-12-18T20:23:42.019297] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-18T20:23:42.019441] [INFO ] [sig       ] HG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:42.160619] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HG.txt
[2025-12-18T20:23:42.160771] [INFO ] [sig       ] [1518/3568] Completed HG in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-18T20:23:42.160810] [INFO ] [sig       ] [1519/3568] Forecasting HGBL...
[2025-12-18T20:23:42.160840] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-18T20:23:42.160869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-18T20:23:42.171592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-18T20:23:42.171868] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-18T20:23:42.172681] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-18T20:23:42.172732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:42.172798] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:42.172826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:42.172882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:42.228432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:42.229111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:42.229189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:42.229220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:42.339712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:42.339824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:42.339861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:42.339887] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:42.342998] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=78.18%)
[2025-12-18T20:23:42.343263] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-18T20:23:42.343383] [INFO ] [sig       ] HGBL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:42.480050] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HGBL.txt
[2025-12-18T20:23:42.480169] [INFO ] [sig       ] [1519/3568] Completed HGBL in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-18T20:23:42.480206] [INFO ] [sig       ] [1520/3568] Forecasting HGLB...
[2025-12-18T20:23:42.480235] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-18T20:23:42.480264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-18T20:23:42.491223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-18T20:23:42.491491] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-18T20:23:42.492270] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-18T20:23:42.492320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:42.492352] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:42.492378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:42.492434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:42.548083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:42.548798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:42.548877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:42.548908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:42.668456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:42.668622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:42.668663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:42.668711] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:42.671979] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-12-18T20:23:42.672248] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-18T20:23:42.672370] [INFO ] [sig       ] HGLB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:42.811639] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HGLB.txt
[2025-12-18T20:23:42.811763] [INFO ] [sig       ] [1520/3568] Completed HGLB in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-18T20:23:42.811801] [INFO ] [sig       ] [1521/3568] Forecasting HGTY...
[2025-12-18T20:23:42.811830] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-18T20:23:42.811860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-18T20:23:42.823142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-18T20:23:42.823418] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-18T20:23:42.824223] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-18T20:23:42.824274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:42.824306] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:42.824332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:42.824388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:42.879849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:42.880454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:42.880530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:42.880561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:42.998742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:42.998854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:42.998891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:42.998919] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:43.002154] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=39.98%)
[2025-12-18T20:23:43.002416] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-18T20:23:43.002535] [INFO ] [sig       ] HGTY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:43.140466] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HGTY.txt
[2025-12-18T20:23:43.140597] [INFO ] [sig       ] [1521/3568] Completed HGTY in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-18T20:23:43.140636] [INFO ] [sig       ] [1522/3568] Forecasting HHH...
[2025-12-18T20:23:43.140664] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-18T20:23:43.140695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-18T20:23:43.151453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-18T20:23:43.151766] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-18T20:23:43.152530] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-18T20:23:43.152606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:43.152642] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:43.152669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:43.152724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:43.208797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:43.209406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:43.209494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:43.209526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:43.327528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:43.327680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:43.327724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:43.327786] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:43.331075] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-12-18T20:23:43.331345] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-18T20:23:43.331471] [INFO ] [sig       ] HHH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:43.466426] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HHH.txt
[2025-12-18T20:23:43.466562] [INFO ] [sig       ] [1522/3568] Completed HHH in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-18T20:23:43.466619] [INFO ] [sig       ] [1523/3568] Forecasting HI...
[2025-12-18T20:23:43.466649] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-18T20:23:43.466678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-18T20:23:43.481010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-18T20:23:43.481333] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-18T20:23:43.482147] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-18T20:23:43.482198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:43.482229] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:43.482255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:43.482310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:43.536849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:43.537533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:43.537629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:43.537662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:43.655426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:43.655601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:43.655644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:43.655673] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:43.659007] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=39.54%)
[2025-12-18T20:23:43.659300] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-18T20:23:43.659427] [INFO ] [sig       ] HI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:43.794703] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HI.txt
[2025-12-18T20:23:43.794842] [INFO ] [sig       ] [1523/3568] Completed HI in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-18T20:23:43.794880] [INFO ] [sig       ] [1524/3568] Forecasting HIFS...
[2025-12-18T20:23:43.794910] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-18T20:23:43.794941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-18T20:23:43.806274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-18T20:23:43.806645] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-18T20:23:43.807406] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-18T20:23:43.807457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:43.807487] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:43.807525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:43.807599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:43.862706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:43.863434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:43.863514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:43.863547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:43.971943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:43.972105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:43.972147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:43.972176] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:43.975491] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=30.68%)
[2025-12-18T20:23:43.975778] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-18T20:23:43.975900] [INFO ] [sig       ] HIFS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:44.110785] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HIFS.txt
[2025-12-18T20:23:44.110921] [INFO ] [sig       ] [1524/3568] Completed HIFS in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:44.110959] [INFO ] [sig       ] [1525/3568] Forecasting HIG...
[2025-12-18T20:23:44.110988] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-18T20:23:44.111018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-18T20:23:44.122477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-18T20:23:44.122803] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-18T20:23:44.123555] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-18T20:23:44.123622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:44.123654] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:44.123680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:44.123737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:44.178436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:44.182093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:44.182201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:44.182238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:44.301237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:44.301398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:44.301443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:44.301471] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:44.305236] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-18T20:23:44.305513] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-18T20:23:44.305687] [INFO ] [sig       ] HIG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:44.451623] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HIG.txt
[2025-12-18T20:23:44.451761] [INFO ] [sig       ] [1525/3568] Completed HIG in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:44.451799] [INFO ] [sig       ] [1526/3568] Forecasting HII...
[2025-12-18T20:23:44.451828] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-18T20:23:44.451857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-18T20:23:44.463749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-18T20:23:44.464066] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-18T20:23:44.465001] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-18T20:23:44.465054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:44.465087] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:44.465115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:44.465171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:44.524874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:44.525910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:44.525999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:44.526032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:44.655226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:44.655398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:44.655442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:44.655478] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:44.659052] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=62.03%)
[2025-12-18T20:23:44.659352] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-18T20:23:44.659488] [INFO ] [sig       ] HII: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:44.801164] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HII.txt
[2025-12-18T20:23:44.801335] [INFO ] [sig       ] [1526/3568] Completed HII in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:44.801375] [INFO ] [sig       ] [1527/3568] Forecasting HIMS...
[2025-12-18T20:23:44.801404] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-18T20:23:44.801435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-18T20:23:44.814127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-18T20:23:44.814544] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-18T20:23:44.815361] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-18T20:23:44.815414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:44.815445] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:44.815471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:44.815527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:44.871945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:44.872729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:44.872814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:44.872846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:44.993632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:44.993805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:44.993860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:44.993892] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:44.997310] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-12-18T20:23:44.997600] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-18T20:23:44.997723] [INFO ] [sig       ] HIMS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:45.136947] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HIMS.txt
[2025-12-18T20:23:45.137079] [INFO ] [sig       ] [1527/3568] Completed HIMS in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:45.137118] [INFO ] [sig       ] [1528/3568] Forecasting HIMX...
[2025-12-18T20:23:45.137145] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-18T20:23:45.137189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-18T20:23:45.148814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-18T20:23:45.149161] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-18T20:23:45.149969] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-18T20:23:45.150021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:45.150051] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:45.150076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:45.150132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:45.208734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:45.209530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:45.209628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:45.209664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:45.332200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:45.332354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:45.332397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:45.332425] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:45.335867] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-18T20:23:45.336138] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-18T20:23:45.336265] [INFO ] [sig       ] HIMX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:45.475429] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HIMX.txt
[2025-12-18T20:23:45.475559] [INFO ] [sig       ] [1528/3568] Completed HIMX in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:45.475615] [INFO ] [sig       ] [1529/3568] Forecasting HIO...
[2025-12-18T20:23:45.475645] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-18T20:23:45.475675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-18T20:23:45.486967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-18T20:23:45.487289] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-18T20:23:45.488062] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-18T20:23:45.488113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:45.488143] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:45.488170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:45.488226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:45.544377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:45.545120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:45.545231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:45.545264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:45.669497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:45.669690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:45.669733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:45.669763] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:45.673186] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-12-18T20:23:45.673469] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-18T20:23:45.673619] [INFO ] [sig       ] HIO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:45.811985] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HIO.txt
[2025-12-18T20:23:45.812124] [INFO ] [sig       ] [1529/3568] Completed HIO in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:45.812171] [INFO ] [sig       ] [1530/3568] Forecasting HIPO...
[2025-12-18T20:23:45.812200] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-18T20:23:45.812230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-18T20:23:45.823838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-18T20:23:45.824140] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-18T20:23:45.824935] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-18T20:23:45.824988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:45.825019] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:45.825045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:45.825102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:45.882438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:45.883232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:45.883311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:45.883344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:46.004686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:46.004842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:46.004884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:46.004912] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:46.008306] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-12-18T20:23:46.008596] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-18T20:23:46.008723] [INFO ] [sig       ] HIPO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:46.154444] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HIPO.txt
[2025-12-18T20:23:46.154613] [INFO ] [sig       ] [1530/3568] Completed HIPO in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:46.154656] [INFO ] [sig       ] [1531/3568] Forecasting HITI...
[2025-12-18T20:23:46.154685] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-18T20:23:46.154717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-18T20:23:46.166699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-18T20:23:46.167016] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-18T20:23:46.167787] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-18T20:23:46.167839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:46.167871] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:46.167898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:46.167954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:46.230825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:46.231918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:46.232007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:46.232041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:46.368517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:46.368744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:46.368802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:46.368840] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:46.372760] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-18T20:23:46.373149] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-18T20:23:46.373327] [INFO ] [sig       ] HITI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:46.519820] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HITI.txt
[2025-12-18T20:23:46.519984] [INFO ] [sig       ] [1531/3568] Completed HITI in 0.4s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:46.520022] [INFO ] [sig       ] [1532/3568] Forecasting HIVE...
[2025-12-18T20:23:46.520052] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-18T20:23:46.520081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-18T20:23:46.532558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-18T20:23:46.533015] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-18T20:23:46.533953] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-18T20:23:46.534009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:46.534043] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:46.534070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:46.534127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:46.595477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:46.596391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:46.596480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:46.596514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:46.749636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:46.749833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:46.749906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:46.749951] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:46.755186] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-18T20:23:46.755701] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-18T20:23:46.755912] [INFO ] [sig       ] HIVE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:46.983512] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HIVE.txt
[2025-12-18T20:23:46.983788] [INFO ] [sig       ] [1532/3568] Completed HIVE in 0.5s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:46.983836] [INFO ] [sig       ] [1533/3568] Forecasting HIX...
[2025-12-18T20:23:46.983872] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-18T20:23:46.983906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-18T20:23:47.001536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-18T20:23:47.002072] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-18T20:23:47.003207] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-18T20:23:47.003270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:47.003310] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:47.003342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:47.003414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:47.088820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:47.090194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:47.090345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:47.090401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:47.220761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:47.220924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:47.220969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:47.220998] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:47.224628] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-18T20:23:47.224964] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-18T20:23:47.225107] [INFO ] [sig       ] HIX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:47.386335] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HIX.txt
[2025-12-18T20:23:47.386508] [INFO ] [sig       ] [1533/3568] Completed HIX in 0.4s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:47.386550] [INFO ] [sig       ] [1534/3568] Forecasting HL...
[2025-12-18T20:23:47.386601] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-18T20:23:47.386634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-18T20:23:47.398900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-18T20:23:47.399446] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-18T20:23:47.400325] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-18T20:23:47.400382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:47.400413] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:47.400440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:47.400496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:47.458360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:47.459362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:47.459453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:47.459486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:47.587884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:47.588038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:47.588082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:47.588111] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:47.591543] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2025-12-18T20:23:47.591843] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-18T20:23:47.591972] [INFO ] [sig       ] HL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:47.737090] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HL.txt
[2025-12-18T20:23:47.737243] [INFO ] [sig       ] [1534/3568] Completed HL in 0.4s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-18T20:23:47.737282] [INFO ] [sig       ] [1535/3568] Forecasting HLAL...
[2025-12-18T20:23:47.737311] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-18T20:23:47.737341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-18T20:23:47.748608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-18T20:23:47.748889] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-18T20:23:47.749700] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-18T20:23:47.749751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:47.749783] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:47.749808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:47.749864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:47.805420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:47.806336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:47.806423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:47.806456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:47.927521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:47.927692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:47.927733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:47.927763] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:47.931159] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-18T20:23:47.931428] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-18T20:23:47.931548] [INFO ] [sig       ] HLAL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:48.069751] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HLAL.txt
[2025-12-18T20:23:48.069910] [INFO ] [sig       ] [1535/3568] Completed HLAL in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-18T20:23:48.069953] [INFO ] [sig       ] [1536/3568] Forecasting HLF...
[2025-12-18T20:23:48.069984] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-18T20:23:48.070013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-18T20:23:48.081618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-18T20:23:48.082062] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-18T20:23:48.082892] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-18T20:23:48.082945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:48.083004] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:48.083034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:48.083090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:48.138420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:48.139353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:48.139437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:48.139471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:48.260545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:48.260714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:48.260757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:48.260785] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:48.264419] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-18T20:23:48.264728] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-18T20:23:48.264859] [INFO ] [sig       ] HLF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:48.401250] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HLF.txt
[2025-12-18T20:23:48.401389] [INFO ] [sig       ] [1536/3568] Completed HLF in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-18T20:23:48.401429] [INFO ] [sig       ] [1537/3568] Forecasting HLI...
[2025-12-18T20:23:48.401458] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-18T20:23:48.401489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-18T20:23:48.414148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-18T20:23:48.414496] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-18T20:23:48.415278] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-18T20:23:48.415340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:48.415372] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:48.415398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:48.415454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:48.471240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:48.471878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:48.471955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:48.471986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:48.586271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:48.586417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:48.586457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:48.586485] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:48.589809] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-12-18T20:23:48.590076] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-18T20:23:48.590196] [INFO ] [sig       ] HLI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:48.727027] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HLI.txt
[2025-12-18T20:23:48.727154] [INFO ] [sig       ] [1537/3568] Completed HLI in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-18T20:23:48.727193] [INFO ] [sig       ] [1538/3568] Forecasting HLIO...
[2025-12-18T20:23:48.727221] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-18T20:23:48.727252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-18T20:23:48.738244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-18T20:23:48.738538] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-18T20:23:48.739324] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-18T20:23:48.739375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:48.739406] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:48.739433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:48.739489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:48.795261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:48.795866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:48.795939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:48.795974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:48.915522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:48.915656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:48.915694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:48.915722] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:48.918880] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=58.12%)
[2025-12-18T20:23:48.919164] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-18T20:23:48.919282] [INFO ] [sig       ] HLIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:49.056703] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HLIO.txt
[2025-12-18T20:23:49.056818] [INFO ] [sig       ] [1538/3568] Completed HLIO in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-18T20:23:49.056855] [INFO ] [sig       ] [1539/3568] Forecasting HLLY...
[2025-12-18T20:23:49.056884] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-18T20:23:49.056914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-18T20:23:49.068149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-18T20:23:49.068423] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-18T20:23:49.069204] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-18T20:23:49.069255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:49.069285] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:49.069311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:49.069371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:49.125311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:49.125929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:49.126009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:49.126040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:49.246301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:49.246449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:49.246492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:49.246550] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:49.249920] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-12-18T20:23:49.250194] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-18T20:23:49.250315] [INFO ] [sig       ] HLLY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:49.387503] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HLLY.txt
[2025-12-18T20:23:49.387629] [INFO ] [sig       ] [1539/3568] Completed HLLY in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-18T20:23:49.387669] [INFO ] [sig       ] [1540/3568] Forecasting HLMN...
[2025-12-18T20:23:49.387698] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-18T20:23:49.387728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-18T20:23:49.399119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-18T20:23:49.399394] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-18T20:23:49.400156] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-18T20:23:49.400207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:49.400238] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:49.400265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:49.400320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:49.456047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:49.456662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:49.456735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:49.456767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:49.574502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:49.574630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:49.574674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:49.574702] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:49.577857] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-18T20:23:49.578123] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-18T20:23:49.578242] [INFO ] [sig       ] HLMN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:49.715109] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HLMN.txt
[2025-12-18T20:23:49.715240] [INFO ] [sig       ] [1540/3568] Completed HLMN in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-18T20:23:49.715284] [INFO ] [sig       ] [1541/3568] Forecasting HLN...
[2025-12-18T20:23:49.715314] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-18T20:23:49.715344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-18T20:23:49.726934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-18T20:23:49.727208] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-18T20:23:49.727987] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-18T20:23:49.728038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:49.728069] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:49.728095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:49.728152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:49.784441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:49.785070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:49.785149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:49.785182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:49.902724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:49.902847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:49.902886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:49.902916] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:49.906152] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=89.95%)
[2025-12-18T20:23:49.906428] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-18T20:23:49.906555] [INFO ] [sig       ] HLN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:50.049335] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HLN.txt
[2025-12-18T20:23:50.049465] [INFO ] [sig       ] [1541/3568] Completed HLN in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:50.049504] [INFO ] [sig       ] [1542/3568] Forecasting HLNE...
[2025-12-18T20:23:50.049534] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-18T20:23:50.049566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-18T20:23:50.061521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-18T20:23:50.061831] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-18T20:23:50.062646] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-18T20:23:50.062700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:50.062732] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:50.062760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:50.062819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:50.119041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:50.119678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:50.119757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:50.119789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:50.235739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:50.235858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:50.235897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:50.235925] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:50.239236] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-12-18T20:23:50.239512] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-18T20:23:50.239672] [INFO ] [sig       ] HLNE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:50.379085] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HLNE.txt
[2025-12-18T20:23:50.379202] [INFO ] [sig       ] [1542/3568] Completed HLNE in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:50.379241] [INFO ] [sig       ] [1543/3568] Forecasting HLX...
[2025-12-18T20:23:50.379270] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-18T20:23:50.379301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-18T20:23:50.390467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-18T20:23:50.390769] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-18T20:23:50.391545] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-18T20:23:50.391612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:50.391648] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:50.391674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:50.391730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:50.447644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:50.448236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:50.448311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:50.448342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:50.565400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:50.565520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:50.565558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:50.565604] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:50.568764] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-12-18T20:23:50.569049] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-18T20:23:50.569176] [INFO ] [sig       ] HLX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:50.720606] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HLX.txt
[2025-12-18T20:23:50.720789] [INFO ] [sig       ] [1543/3568] Completed HLX in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:50.720829] [INFO ] [sig       ] [1544/3568] Forecasting HMC...
[2025-12-18T20:23:50.720859] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-18T20:23:50.720890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-18T20:23:50.733452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-18T20:23:50.733853] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-18T20:23:50.734665] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-18T20:23:50.734718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:50.734750] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:50.734777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:50.734834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:50.795917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:50.797030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:50.797120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:50.797152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:50.925512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:50.925695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:50.925756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:50.925785] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:50.929260] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2025-12-18T20:23:50.929596] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-18T20:23:50.929734] [INFO ] [sig       ] HMC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:51.088329] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HMC.txt
[2025-12-18T20:23:51.088482] [INFO ] [sig       ] [1544/3568] Completed HMC in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:51.088521] [INFO ] [sig       ] [1545/3568] Forecasting HMN...
[2025-12-18T20:23:51.088550] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-18T20:23:51.088602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-18T20:23:51.100609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-18T20:23:51.100995] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-18T20:23:51.101891] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-18T20:23:51.101947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:51.101979] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:51.102005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:51.102062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:51.157687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:51.158557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:51.158660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:51.158693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:51.279127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:51.279287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:51.279328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:51.279356] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:51.282832] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=78.56%)
[2025-12-18T20:23:51.283125] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-18T20:23:51.283252] [INFO ] [sig       ] HMN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:51.423107] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HMN.txt
[2025-12-18T20:23:51.423265] [INFO ] [sig       ] [1545/3568] Completed HMN in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:51.423302] [INFO ] [sig       ] [1546/3568] Forecasting HMY...
[2025-12-18T20:23:51.423332] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-18T20:23:51.423361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-18T20:23:51.435089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-18T20:23:51.435457] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-18T20:23:51.436233] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-18T20:23:51.436284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:51.436315] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:51.436342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:51.436398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:51.492114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:51.492952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:51.493048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:51.493109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:51.614532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:51.614705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:51.614748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:51.614776] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:51.618205] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-18T20:23:51.618540] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-18T20:23:51.618698] [INFO ] [sig       ] HMY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:51.758813] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HMY.txt
[2025-12-18T20:23:51.758980] [INFO ] [sig       ] [1546/3568] Completed HMY in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:51.759042] [INFO ] [sig       ] [1547/3568] Forecasting HNDL...
[2025-12-18T20:23:51.759075] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-18T20:23:51.759106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-18T20:23:51.770931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-18T20:23:51.771248] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-18T20:23:51.772008] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-18T20:23:51.772058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:51.772090] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:51.772116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:51.772173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:51.829494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:51.830350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:51.830436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:51.830468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:51.949779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:51.949933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:51.949974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:51.950005] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:51.953303] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-18T20:23:51.953594] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-18T20:23:51.953717] [INFO ] [sig       ] HNDL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:52.096215] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HNDL.txt
[2025-12-18T20:23:52.096371] [INFO ] [sig       ] [1547/3568] Completed HNDL in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:52.096410] [INFO ] [sig       ] [1548/3568] Forecasting HNI...
[2025-12-18T20:23:52.096440] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-18T20:23:52.096469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-18T20:23:52.108375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-18T20:23:52.108774] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-18T20:23:52.109596] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-18T20:23:52.109647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:52.109689] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:52.109717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:52.109773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:52.167742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:52.168645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:52.168735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:52.168770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:52.291210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:52.291365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:52.291407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:52.291436] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:52.294809] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-12-18T20:23:52.295086] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-18T20:23:52.295210] [INFO ] [sig       ] HNI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:52.433013] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HNI.txt
[2025-12-18T20:23:52.433161] [INFO ] [sig       ] [1548/3568] Completed HNI in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:52.433200] [INFO ] [sig       ] [1549/3568] Forecasting HNRG...
[2025-12-18T20:23:52.433230] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-18T20:23:52.433259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-18T20:23:52.445006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-18T20:23:52.445336] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-18T20:23:52.446099] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-18T20:23:52.446150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:52.446181] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:52.446207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:52.446263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:52.503313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:52.504131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:52.504225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:52.504272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:52.643174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:52.643364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:52.643432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:52.643484] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:52.648718] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-18T20:23:52.649191] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-18T20:23:52.649389] [INFO ] [sig       ] HNRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:52.795834] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HNRG.txt
[2025-12-18T20:23:52.796028] [INFO ] [sig       ] [1549/3568] Completed HNRG in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:52.796071] [INFO ] [sig       ] [1550/3568] Forecasting HOG...
[2025-12-18T20:23:52.796102] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-18T20:23:52.796132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-18T20:23:52.807762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-18T20:23:52.808128] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-18T20:23:52.808938] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-18T20:23:52.808991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:52.809053] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:52.809083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:52.809141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:52.865760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:52.866501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:52.866596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:52.866630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:52.990001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:52.990145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:52.990195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:52.990228] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:52.993706] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-18T20:23:52.993987] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-18T20:23:52.994120] [INFO ] [sig       ] HOG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:53.134880] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HOG.txt
[2025-12-18T20:23:53.135054] [INFO ] [sig       ] [1550/3568] Completed HOG in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:53.135094] [INFO ] [sig       ] [1551/3568] Forecasting HOLO...
[2025-12-18T20:23:53.135124] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-18T20:23:53.135155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-18T20:23:53.146778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-18T20:23:53.147038] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-18T20:23:53.147823] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-18T20:23:53.147873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:53.147904] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:53.147930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:53.147989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:53.202954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:53.203568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:53.203663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:53.203695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:53.320987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:53.321152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:53.321201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:53.321233] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:53.324501] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=38.32%)
[2025-12-18T20:23:53.324786] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-18T20:23:53.324908] [INFO ] [sig       ] HOLO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:53.460850] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HOLO.txt
[2025-12-18T20:23:53.460971] [INFO ] [sig       ] [1551/3568] Completed HOLO in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:53.461025] [INFO ] [sig       ] [1552/3568] Forecasting HOLX...
[2025-12-18T20:23:53.461062] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-18T20:23:53.461093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-18T20:23:53.472818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-18T20:23:53.473097] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-18T20:23:53.473855] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-18T20:23:53.473905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:53.473936] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:53.473962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:53.474018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:53.528833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:53.529469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:53.529545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:53.529593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:53.653175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:53.653297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:53.653334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:53.653363] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:53.656595] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=47.68%)
[2025-12-18T20:23:53.656860] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-18T20:23:53.656987] [INFO ] [sig       ] HOLX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:53.794847] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HOLX.txt
[2025-12-18T20:23:53.794965] [INFO ] [sig       ] [1552/3568] Completed HOLX in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-18T20:23:53.795023] [INFO ] [sig       ] [1553/3568] Forecasting HOMB...
[2025-12-18T20:23:53.795053] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-18T20:23:53.795082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-18T20:23:53.808080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-18T20:23:53.808585] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-18T20:23:53.809562] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-18T20:23:53.809629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:53.809685] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:53.809712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:53.809768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:53.868188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:53.868837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:53.868915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:53.868945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:53.988035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:53.988152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:53.988189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:53.988216] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:53.991970] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=35.97%)
[2025-12-18T20:23:53.992427] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-18T20:23:53.992558] [INFO ] [sig       ] HOMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:54.133998] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HOMB.txt
[2025-12-18T20:23:54.134114] [INFO ] [sig       ] [1553/3568] Completed HOMB in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-18T20:23:54.134152] [INFO ] [sig       ] [1554/3568] Forecasting HON...
[2025-12-18T20:23:54.134181] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-18T20:23:54.134210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-18T20:23:54.148445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-18T20:23:54.148887] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-18T20:23:54.149969] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-18T20:23:54.150029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:54.150070] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:54.150105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:54.150177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:54.210408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:54.211319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:54.211417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:54.211452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:54.343710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:54.343874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:54.343918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:54.343947] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:54.347588] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-18T20:23:54.347884] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-18T20:23:54.348017] [INFO ] [sig       ] HON: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:54.496282] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HON.txt
[2025-12-18T20:23:54.496452] [INFO ] [sig       ] [1554/3568] Completed HON in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-18T20:23:54.496492] [INFO ] [sig       ] [1555/3568] Forecasting HOOD...
[2025-12-18T20:23:54.496521] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-18T20:23:54.496550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-18T20:23:54.508670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-18T20:23:54.509066] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-18T20:23:54.510090] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-18T20:23:54.510144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:54.510179] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:54.510387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:54.510455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:54.570101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:54.570973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:54.571056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:54.571088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:54.695512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:54.695682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:54.695725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:54.695770] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:54.699201] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-18T20:23:54.699514] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-18T20:23:54.699665] [INFO ] [sig       ] HOOD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:54.857827] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HOOD.txt
[2025-12-18T20:23:54.857976] [INFO ] [sig       ] [1555/3568] Completed HOOD in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-18T20:23:54.858015] [INFO ] [sig       ] [1556/3568] Forecasting HOPE...
[2025-12-18T20:23:54.858044] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-18T20:23:54.858075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-18T20:23:54.870716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-18T20:23:54.871060] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-18T20:23:54.872131] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-18T20:23:54.872184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:54.872215] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:54.872241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:54.872296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:54.931780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:54.932653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:54.932736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:54.932769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:55.052834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:55.053003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:55.053057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:55.053139] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:55.058085] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-18T20:23:55.058473] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-18T20:23:55.058671] [INFO ] [sig       ] HOPE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:55.211090] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HOPE.txt
[2025-12-18T20:23:55.211252] [INFO ] [sig       ] [1556/3568] Completed HOPE in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-18T20:23:55.211494] [INFO ] [sig       ] [1557/3568] Forecasting HOTH...
[2025-12-18T20:23:55.211525] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-18T20:23:55.211555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-18T20:23:55.224534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-18T20:23:55.224921] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-18T20:23:55.225922] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-18T20:23:55.225975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:55.226008] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:55.226035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:55.226097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:55.286649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:55.287643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:55.287726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:55.287774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:55.412931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:55.413086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:55.413137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:55.413173] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:55.416551] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=71.19%)
[2025-12-18T20:23:55.416849] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-18T20:23:55.416981] [INFO ] [sig       ] HOTH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:55.558929] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HOTH.txt
[2025-12-18T20:23:55.559117] [INFO ] [sig       ] [1557/3568] Completed HOTH in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-18T20:23:55.559163] [INFO ] [sig       ] [1558/3568] Forecasting HOUS...
[2025-12-18T20:23:55.559193] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-18T20:23:55.559222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-18T20:23:55.571047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-18T20:23:55.571416] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-18T20:23:55.572192] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-18T20:23:55.572243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:55.572275] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:55.572301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:55.572358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:55.629626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:55.630528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:55.630629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:55.630665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:55.753544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:55.753744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:55.753787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:55.753816] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:55.757558] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-12-18T20:23:55.757981] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-18T20:23:55.758156] [INFO ] [sig       ] HOUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:55.911892] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HOUS.txt
[2025-12-18T20:23:55.912043] [INFO ] [sig       ] [1558/3568] Completed HOUS in 0.4s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:55.912082] [INFO ] [sig       ] [1559/3568] Forecasting HP...
[2025-12-18T20:23:55.912114] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-18T20:23:55.912148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-18T20:23:55.924165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-18T20:23:55.924741] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-18T20:23:55.925748] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-18T20:23:55.925799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:55.925833] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:55.925860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:55.925928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:55.986359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:55.987233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:55.987326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:55.987360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:56.112949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:56.113100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:56.113144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:56.113173] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:56.117099] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=44.00%)
[2025-12-18T20:23:56.117423] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-18T20:23:56.117564] [INFO ] [sig       ] HP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:56.267376] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HP.txt
[2025-12-18T20:23:56.267505] [INFO ] [sig       ] [1559/3568] Completed HP in 0.4s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:56.267564] [INFO ] [sig       ] [1560/3568] Forecasting HPE...
[2025-12-18T20:23:56.267612] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-18T20:23:56.267657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-18T20:23:56.279283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-18T20:23:56.279733] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-18T20:23:56.280486] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-18T20:23:56.280537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:56.280585] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:56.280616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:56.280677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:56.340943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:56.341777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:56.341858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:56.341891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:56.464851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:56.464994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:56.465034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:56.465062] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:56.468674] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=81.21%)
[2025-12-18T20:23:56.468945] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-18T20:23:56.469085] [INFO ] [sig       ] HPE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:56.608812] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HPE.txt
[2025-12-18T20:23:56.608942] [INFO ] [sig       ] [1560/3568] Completed HPE in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:56.608980] [INFO ] [sig       ] [1561/3568] Forecasting HPF...
[2025-12-18T20:23:56.609010] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-18T20:23:56.609067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-18T20:23:56.620762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-18T20:23:56.621061] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-18T20:23:56.622019] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-18T20:23:56.622080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:56.622111] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:56.622138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:56.622193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:56.680916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:56.681538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:56.681631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:56.681664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:56.801199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:56.801341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:56.801382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:56.801410] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:56.805003] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-18T20:23:56.805272] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-18T20:23:56.805393] [INFO ] [sig       ] HPF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:56.944075] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HPF.txt
[2025-12-18T20:23:56.944205] [INFO ] [sig       ] [1561/3568] Completed HPF in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:56.944243] [INFO ] [sig       ] [1562/3568] Forecasting HPI...
[2025-12-18T20:23:56.944271] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-18T20:23:56.944301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-18T20:23:56.955315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-18T20:23:56.955622] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-18T20:23:56.956358] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-18T20:23:56.956408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:56.956441] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:56.956468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:56.956524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:57.012340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:57.013182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:57.013263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:57.013295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:57.135409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:57.135567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:57.135637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:57.135687] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:57.138961] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=75.03%)
[2025-12-18T20:23:57.139245] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-18T20:23:57.139365] [INFO ] [sig       ] HPI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:57.276126] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HPI.txt
[2025-12-18T20:23:57.276251] [INFO ] [sig       ] [1562/3568] Completed HPI in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:57.276289] [INFO ] [sig       ] [1563/3568] Forecasting HPK...
[2025-12-18T20:23:57.276318] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-18T20:23:57.276348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-18T20:23:57.287800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-18T20:23:57.288088] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-18T20:23:57.288850] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-18T20:23:57.288900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:57.288931] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:57.288958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:57.289036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:57.346182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:57.346905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:57.347008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:57.347041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:57.467690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:57.467832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:57.467871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:57.467899] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:57.471175] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-18T20:23:57.471455] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-18T20:23:57.471590] [INFO ] [sig       ] HPK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:57.609750] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HPK.txt
[2025-12-18T20:23:57.609897] [INFO ] [sig       ] [1563/3568] Completed HPK in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:57.609936] [INFO ] [sig       ] [1564/3568] Forecasting HPP...
[2025-12-18T20:23:57.609966] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-18T20:23:57.609997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-18T20:23:57.621328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-18T20:23:57.621640] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-18T20:23:57.622411] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-18T20:23:57.622464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:57.622496] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:57.622523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:57.622596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:57.679243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:57.679923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:57.680002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:57.680033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:57.802547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:57.802698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:57.802740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:57.802768] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:57.806009] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-12-18T20:23:57.806278] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-18T20:23:57.806398] [INFO ] [sig       ] HPP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:23:57.946135] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HPP.txt
[2025-12-18T20:23:57.946286] [INFO ] [sig       ] [1564/3568] Completed HPP in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:57.946326] [INFO ] [sig       ] [1565/3568] Forecasting HPQ...
[2025-12-18T20:23:57.946355] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-18T20:23:57.946386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-18T20:23:57.957092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-18T20:23:57.957364] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-18T20:23:57.958123] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-18T20:23:57.958174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:57.958205] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:57.958231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:57.958287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:58.014617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:58.015267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:58.015346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:58.015379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:58.134408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:58.134553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:58.134610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:58.134640] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:58.137890] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-12-18T20:23:58.138155] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-18T20:23:58.138273] [INFO ] [sig       ] HPQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:58.275948] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HPQ.txt
[2025-12-18T20:23:58.276072] [INFO ] [sig       ] [1565/3568] Completed HPQ in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:58.276109] [INFO ] [sig       ] [1566/3568] Forecasting HPS...
[2025-12-18T20:23:58.276138] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-18T20:23:58.276168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-18T20:23:58.287353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-18T20:23:58.287658] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-18T20:23:58.288408] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-18T20:23:58.288459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:58.288490] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:58.288518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:58.288593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:58.344983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:58.345809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:58.345892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:58.345924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:58.466054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:58.466210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:58.466251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:58.466279] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:58.469665] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-18T20:23:58.469952] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-18T20:23:58.470074] [INFO ] [sig       ] HPS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:58.609351] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HPS.txt
[2025-12-18T20:23:58.609511] [INFO ] [sig       ] [1566/3568] Completed HPS in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:58.609552] [INFO ] [sig       ] [1567/3568] Forecasting HQI...
[2025-12-18T20:23:58.609600] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-18T20:23:58.609632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-18T20:23:58.620103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-18T20:23:58.620452] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-18T20:23:58.621244] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-18T20:23:58.621298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:58.621329] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:58.621355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:58.621410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:58.678771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:58.679730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:58.679810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:58.679841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:58.786678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:58.786836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:58.786878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:58.786906] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:58.790296] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-18T20:23:58.790591] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-18T20:23:58.790719] [INFO ] [sig       ] HQI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:58.930843] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HQI.txt
[2025-12-18T20:23:58.930975] [INFO ] [sig       ] [1567/3568] Completed HQI in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:58.931015] [INFO ] [sig       ] [1568/3568] Forecasting HQL...
[2025-12-18T20:23:58.931043] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-18T20:23:58.931074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-18T20:23:58.942773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-18T20:23:58.943036] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-18T20:23:58.943839] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-18T20:23:58.943891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:58.943923] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:58.943950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:58.944006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:58.999507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:59.000118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:59.000197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:59.000231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:59.117448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:59.117599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:59.117657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:59.117686] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:59.120936] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-18T20:23:59.121204] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-18T20:23:59.121326] [INFO ] [sig       ] HQL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:59.260347] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HQL.txt
[2025-12-18T20:23:59.260503] [INFO ] [sig       ] [1568/3568] Completed HQL in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:59.260543] [INFO ] [sig       ] [1569/3568] Forecasting HQY...
[2025-12-18T20:23:59.260594] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-18T20:23:59.260628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-18T20:23:59.272520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-18T20:23:59.272856] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-18T20:23:59.273723] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-18T20:23:59.273775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:59.273808] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:59.273833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:59.273889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:59.329508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:59.330281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:59.330366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:59.330398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:59.451518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:59.451705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:59.451750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:59.451780] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:59.455243] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=82.39%)
[2025-12-18T20:23:59.455525] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-18T20:23:59.455699] [INFO ] [sig       ] HQY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:59.594177] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HQY.txt
[2025-12-18T20:23:59.594309] [INFO ] [sig       ] [1569/3568] Completed HQY in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-18T20:23:59.594349] [INFO ] [sig       ] [1570/3568] Forecasting HRB...
[2025-12-18T20:23:59.594378] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-18T20:23:59.594408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-18T20:23:59.605521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-18T20:23:59.605840] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-18T20:23:59.606620] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-18T20:23:59.606671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:59.606726] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:59.606754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:59.606810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:59.663404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:59.664171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:23:59.664286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:23:59.664321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:23:59.787917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:23:59.788076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:23:59.788118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:23:59.788146] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:23:59.791635] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-12-18T20:23:59.791911] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-18T20:23:59.792035] [INFO ] [sig       ] HRB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:23:59.929445] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HRB.txt
[2025-12-18T20:23:59.929597] [INFO ] [sig       ] [1570/3568] Completed HRB in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-18T20:23:59.929638] [INFO ] [sig       ] [1571/3568] Forecasting HRL...
[2025-12-18T20:23:59.929668] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-18T20:23:59.929698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-18T20:23:59.941400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-18T20:23:59.941788] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-18T20:23:59.942551] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-18T20:23:59.942619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:23:59.942650] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:23:59.942675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:23:59.942729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:23:59.999124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:23:59.999960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:00.000043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:00.000076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:00.125726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:00.125897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:00.125951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:00.125981] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:00.129670] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-18T20:24:00.130059] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-18T20:24:00.130235] [INFO ] [sig       ] HRL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:00.331789] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HRL.txt
[2025-12-18T20:24:00.331932] [INFO ] [sig       ] [1571/3568] Completed HRL in 0.4s | 2.93 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-18T20:24:00.331970] [INFO ] [sig       ] [1572/3568] Forecasting HRMY...
[2025-12-18T20:24:00.332000] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-18T20:24:00.332030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-18T20:24:00.343917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-18T20:24:00.344231] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-18T20:24:00.345022] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-18T20:24:00.345085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:00.345138] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:00.345166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:00.345227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:00.404297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:00.405150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:00.405250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:00.405290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:00.519764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:00.519920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:00.519962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:00.519991] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:00.523436] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-18T20:24:00.523734] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-18T20:24:00.523863] [INFO ] [sig       ] HRMY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:00.664553] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HRMY.txt
[2025-12-18T20:24:00.664770] [INFO ] [sig       ] [1572/3568] Completed HRMY in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-18T20:24:00.664827] [INFO ] [sig       ] [1573/3568] Forecasting HRTG...
[2025-12-18T20:24:00.664864] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-18T20:24:00.664897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-18T20:24:00.676614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-18T20:24:00.676994] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-18T20:24:00.677811] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-18T20:24:00.677871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:00.677905] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:00.677932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:00.677988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:00.736782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:00.737677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:00.737766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:00.737801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:00.858882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:00.859063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:00.859109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:00.859171] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:00.862681] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-18T20:24:00.863006] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-18T20:24:00.863156] [INFO ] [sig       ] HRTG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:01.000193] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HRTG.txt
[2025-12-18T20:24:01.000327] [INFO ] [sig       ] [1573/3568] Completed HRTG in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-18T20:24:01.000365] [INFO ] [sig       ] [1574/3568] Forecasting HRTX...
[2025-12-18T20:24:01.000395] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-18T20:24:01.000424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-18T20:24:01.012020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-18T20:24:01.012361] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-18T20:24:01.013131] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-18T20:24:01.013183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:01.013215] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:01.013241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:01.013297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:01.068538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:01.069443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:01.069802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:01.069840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:01.185663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:01.185813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:01.185853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:01.185882] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:01.189165] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=34.76%)
[2025-12-18T20:24:01.189432] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-18T20:24:01.189553] [INFO ] [sig       ] HRTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:01.328269] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HRTX.txt
[2025-12-18T20:24:01.328417] [INFO ] [sig       ] [1574/3568] Completed HRTX in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-18T20:24:01.328456] [INFO ] [sig       ] [1575/3568] Forecasting HRZN...
[2025-12-18T20:24:01.328487] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-18T20:24:01.328518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-18T20:24:01.340001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-18T20:24:01.340312] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-18T20:24:01.341078] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-18T20:24:01.341130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:01.341161] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:01.341188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:01.341245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:01.396750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:01.397627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:01.397709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:01.397741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:01.522405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:01.522560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:01.522626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:01.522656] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:01.525943] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-18T20:24:01.526213] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-18T20:24:01.526337] [INFO ] [sig       ] HRZN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:01.669154] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HRZN.txt
[2025-12-18T20:24:01.669339] [INFO ] [sig       ] [1575/3568] Completed HRZN in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-18T20:24:01.669398] [INFO ] [sig       ] [1576/3568] Forecasting HSAI...
[2025-12-18T20:24:01.669445] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-18T20:24:01.669478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-18T20:24:01.681205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-18T20:24:01.681531] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-18T20:24:01.682417] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-18T20:24:01.682474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:01.682518] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:01.682559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:01.682658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:01.743471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:01.744351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:01.744437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:01.744471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:01.874096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:01.874254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:01.874297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:01.874327] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:01.877830] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-18T20:24:01.878113] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-18T20:24:01.878242] [INFO ] [sig       ] HSAI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:02.014899] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HSAI.txt
[2025-12-18T20:24:02.015058] [INFO ] [sig       ] [1576/3568] Completed HSAI in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:02.015097] [INFO ] [sig       ] [1577/3568] Forecasting HSBC...
[2025-12-18T20:24:02.015127] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-18T20:24:02.015157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-18T20:24:02.026461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-18T20:24:02.026788] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-18T20:24:02.027570] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-18T20:24:02.027644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:02.027675] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:02.027702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:02.027762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:02.082940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:02.083668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:02.083748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:02.083780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:02.204891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:02.205049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:02.205093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:02.205122] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:02.208615] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2025-12-18T20:24:02.208927] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-18T20:24:02.209087] [INFO ] [sig       ] HSBC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:02.364967] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HSBC.txt
[2025-12-18T20:24:02.365110] [INFO ] [sig       ] [1577/3568] Completed HSBC in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:02.365152] [INFO ] [sig       ] [1578/3568] Forecasting HSCS...
[2025-12-18T20:24:02.365183] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-18T20:24:02.365213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-18T20:24:02.376242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-18T20:24:02.376525] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-18T20:24:02.377310] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-18T20:24:02.377372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:02.377405] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:02.377432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:02.377487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:02.434129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:02.435021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:02.435110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:02.435144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:02.552342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:02.552497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:02.552539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:02.552568] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:02.556851] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-18T20:24:02.557134] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-18T20:24:02.557260] [INFO ] [sig       ] HSCS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:02.699559] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HSCS.txt
[2025-12-18T20:24:02.699717] [INFO ] [sig       ] [1578/3568] Completed HSCS in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:02.699759] [INFO ] [sig       ] [1579/3568] Forecasting HSHP...
[2025-12-18T20:24:02.699790] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-18T20:24:02.699819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-18T20:24:02.710998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-18T20:24:02.711283] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-18T20:24:02.712044] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-18T20:24:02.712095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:02.712127] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:02.712153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:02.712214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:02.767894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:02.768716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:02.768796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:02.768829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:02.893967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:02.894120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:02.894162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:02.894206] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:02.897787] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2025-12-18T20:24:02.898064] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-18T20:24:02.898189] [INFO ] [sig       ] HSHP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:03.044530] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HSHP.txt
[2025-12-18T20:24:03.044686] [INFO ] [sig       ] [1579/3568] Completed HSHP in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:03.044727] [INFO ] [sig       ] [1580/3568] Forecasting HSIC...
[2025-12-18T20:24:03.044756] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-18T20:24:03.044786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-18T20:24:03.057126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-18T20:24:03.057435] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-18T20:24:03.058297] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-18T20:24:03.058350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:03.058383] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:03.058411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:03.058466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:03.118276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:03.119264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:03.119378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:03.119411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:03.242661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:03.242810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:03.242853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:03.242882] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:03.246249] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=67.58%)
[2025-12-18T20:24:03.246527] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-18T20:24:03.246669] [INFO ] [sig       ] HSIC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:03.383080] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HSIC.txt
[2025-12-18T20:24:03.383203] [INFO ] [sig       ] [1580/3568] Completed HSIC in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:03.383240] [INFO ] [sig       ] [1581/3568] Forecasting HSTM...
[2025-12-18T20:24:03.383272] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-18T20:24:03.383300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-18T20:24:03.395264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-18T20:24:03.395560] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-18T20:24:03.396349] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-18T20:24:03.396402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:03.396433] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:03.396460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:03.396522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:03.466108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:03.466993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:03.467080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:03.467131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:03.581227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:03.581396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:03.581439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:03.581467] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:03.585038] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2025-12-18T20:24:03.585389] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-18T20:24:03.585531] [INFO ] [sig       ] HSTM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:03.726646] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HSTM.txt
[2025-12-18T20:24:03.726796] [INFO ] [sig       ] [1581/3568] Completed HSTM in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:03.726835] [INFO ] [sig       ] [1582/3568] Forecasting HSY...
[2025-12-18T20:24:03.726865] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-18T20:24:03.726895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-18T20:24:03.738935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-18T20:24:03.739344] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-18T20:24:03.740128] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-18T20:24:03.740181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:03.740213] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:03.740239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:03.740296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:03.798361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:03.799294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:03.799384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:03.799417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:03.920076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:03.920234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:03.920276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:03.920307] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:03.923744] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=54.61%)
[2025-12-18T20:24:03.924037] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-18T20:24:03.924167] [INFO ] [sig       ] HSY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:04.065377] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HSY.txt
[2025-12-18T20:24:04.065533] [INFO ] [sig       ] [1582/3568] Completed HSY in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:04.065591] [INFO ] [sig       ] [1583/3568] Forecasting HTBK...
[2025-12-18T20:24:04.065623] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-18T20:24:04.065653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-18T20:24:04.077116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-18T20:24:04.077494] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-18T20:24:04.078288] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-18T20:24:04.078343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:04.078375] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:04.078414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:04.078471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:04.137094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:04.137995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:04.138082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:04.138115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:04.257522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:04.257696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:04.257739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:04.257769] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:04.261249] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-12-18T20:24:04.261557] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-18T20:24:04.261712] [INFO ] [sig       ] HTBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:04.409166] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HTBK.txt
[2025-12-18T20:24:04.409354] [INFO ] [sig       ] [1583/3568] Completed HTBK in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:04.409396] [INFO ] [sig       ] [1584/3568] Forecasting HTD...
[2025-12-18T20:24:04.409427] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-18T20:24:04.409459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-18T20:24:04.421372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-18T20:24:04.421784] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-18T20:24:04.422563] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-18T20:24:04.422635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:04.422668] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:04.422696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:04.422754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:04.482501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:04.483372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:04.483456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:04.483489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:04.604755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:04.604910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:04.604952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:04.604981] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:04.608240] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-18T20:24:04.608508] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-18T20:24:04.608647] [INFO ] [sig       ] HTD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:04.745816] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HTD.txt
[2025-12-18T20:24:04.745980] [INFO ] [sig       ] [1584/3568] Completed HTD in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:04.746021] [INFO ] [sig       ] [1585/3568] Forecasting HTGC...
[2025-12-18T20:24:04.746051] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-18T20:24:04.746081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-18T20:24:04.757767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-18T20:24:04.758102] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-18T20:24:04.758882] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-18T20:24:04.758933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:04.758963] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:04.758989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:04.759079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:04.815451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:04.816345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:04.816429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:04.816462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:04.936420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:04.936615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:04.936660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:04.936689] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:04.940056] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-18T20:24:04.940332] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-18T20:24:04.940457] [INFO ] [sig       ] HTGC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:05.080698] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HTGC.txt
[2025-12-18T20:24:05.080851] [INFO ] [sig       ] [1585/3568] Completed HTGC in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:05.080891] [INFO ] [sig       ] [1586/3568] Forecasting HTH...
[2025-12-18T20:24:05.080920] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-18T20:24:05.080950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-18T20:24:05.092538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-18T20:24:05.092980] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-18T20:24:05.093878] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-18T20:24:05.093934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:05.093968] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:05.093996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:05.094053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:05.149862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:05.150735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:05.150818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:05.150852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:05.274368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:05.274518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:05.274559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:05.274606] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:05.277868] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=38.48%)
[2025-12-18T20:24:05.278138] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-18T20:24:05.278261] [INFO ] [sig       ] HTH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:05.414623] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HTH.txt
[2025-12-18T20:24:05.414767] [INFO ] [sig       ] [1586/3568] Completed HTH in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:05.414806] [INFO ] [sig       ] [1587/3568] Forecasting HTLD...
[2025-12-18T20:24:05.414835] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-18T20:24:05.414870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-18T20:24:05.426162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-18T20:24:05.426455] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-18T20:24:05.427216] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-18T20:24:05.427267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:05.427325] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:05.427354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:05.427411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:05.482457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:05.483170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:05.483254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:05.483287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:05.599781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:05.599933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:05.599975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:05.600004] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:05.603297] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: UP (p=62.82%)
[2025-12-18T20:24:05.603567] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-18T20:24:05.603709] [INFO ] [sig       ] HTLD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:05.739723] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HTLD.txt
[2025-12-18T20:24:05.739852] [INFO ] [sig       ] [1587/3568] Completed HTLD in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-18T20:24:05.739890] [INFO ] [sig       ] [1588/3568] Forecasting HTOO...
[2025-12-18T20:24:05.739919] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-18T20:24:05.739949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-18T20:24:05.751758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-18T20:24:05.752090] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-18T20:24:05.752916] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-18T20:24:05.752968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:05.752999] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:05.753024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:05.753081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:05.809338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:05.810120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:05.810200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:05.810232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:05.925427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:05.925596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:05.925640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:05.925669] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:05.928929] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-18T20:24:05.929239] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-18T20:24:05.929363] [INFO ] [sig       ] HTOO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:06.065348] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HTOO.txt
[2025-12-18T20:24:06.065484] [INFO ] [sig       ] [1588/3568] Completed HTOO in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-18T20:24:06.065522] [INFO ] [sig       ] [1589/3568] Forecasting HTZ...
[2025-12-18T20:24:06.065552] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-18T20:24:06.065600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-18T20:24:06.077016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-18T20:24:06.077316] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-18T20:24:06.078081] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-18T20:24:06.078133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:06.078165] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:06.078191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:06.078248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:06.134173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:06.135052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:06.135137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:06.135169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:06.258822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:06.258978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:06.259041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:06.259079] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:06.262541] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=58.96%)
[2025-12-18T20:24:06.262877] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-18T20:24:06.263017] [INFO ] [sig       ] HTZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:06.401762] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HTZ.txt
[2025-12-18T20:24:06.401906] [INFO ] [sig       ] [1589/3568] Completed HTZ in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-18T20:24:06.401945] [INFO ] [sig       ] [1590/3568] Forecasting HUBB...
[2025-12-18T20:24:06.401973] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-18T20:24:06.402005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-18T20:24:06.413761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-18T20:24:06.414135] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-18T20:24:06.414928] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-18T20:24:06.414979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:06.415010] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:06.415037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:06.415093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:06.471721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:06.472554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:06.472654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:06.472687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:06.593019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:06.593177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:06.593219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:06.593283] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:06.596847] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-12-18T20:24:06.597160] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-18T20:24:06.597299] [INFO ] [sig       ] HUBB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:06.738079] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HUBB.txt
[2025-12-18T20:24:06.738216] [INFO ] [sig       ] [1590/3568] Completed HUBB in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-18T20:24:06.738253] [INFO ] [sig       ] [1591/3568] Forecasting HUBG...
[2025-12-18T20:24:06.738282] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-18T20:24:06.738312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-18T20:24:06.750103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-18T20:24:06.750398] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-18T20:24:06.751179] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-18T20:24:06.751230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:06.751261] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:06.751286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:06.751342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:06.807518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:06.808359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:06.808462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:06.808494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:06.927582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:06.927750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:06.927795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:06.927823] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:06.931187] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2025-12-18T20:24:06.931476] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-18T20:24:06.931620] [INFO ] [sig       ] HUBG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:07.068585] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HUBG.txt
[2025-12-18T20:24:07.068729] [INFO ] [sig       ] [1591/3568] Completed HUBG in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-18T20:24:07.068767] [INFO ] [sig       ] [1592/3568] Forecasting HUBS...
[2025-12-18T20:24:07.068795] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-18T20:24:07.068826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-18T20:24:07.080287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-18T20:24:07.080624] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-18T20:24:07.081367] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-18T20:24:07.081419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:07.081450] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:07.081476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:07.081538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:07.138377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:07.139269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:07.139352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:07.139385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:07.261900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:07.262052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:07.262092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:07.262120] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:07.265551] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=52.40%)
[2025-12-18T20:24:07.265837] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-18T20:24:07.265957] [INFO ] [sig       ] HUBS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:07.403281] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HUBS.txt
[2025-12-18T20:24:07.403437] [INFO ] [sig       ] [1592/3568] Completed HUBS in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-18T20:24:07.403475] [INFO ] [sig       ] [1593/3568] Forecasting HUM...
[2025-12-18T20:24:07.403505] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-18T20:24:07.403536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-18T20:24:07.414879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-18T20:24:07.415177] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-18T20:24:07.415945] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-18T20:24:07.415997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:07.416028] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:07.416055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:07.416111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:07.472343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:07.473188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:07.473284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:07.473328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:07.598608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:07.598822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:07.598878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:07.598908] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:07.602746] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-12-18T20:24:07.603107] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-18T20:24:07.603282] [INFO ] [sig       ] HUM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:07.746621] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HUM.txt
[2025-12-18T20:24:07.746753] [INFO ] [sig       ] [1593/3568] Completed HUM in 0.3s | 2.93 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-18T20:24:07.746791] [INFO ] [sig       ] [1594/3568] Forecasting HUMA...
[2025-12-18T20:24:07.746819] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-18T20:24:07.746848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-18T20:24:07.759132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-18T20:24:07.759533] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-18T20:24:07.760339] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-18T20:24:07.760390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:07.760422] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:07.760449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:07.760506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:07.818411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:07.819542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:07.819640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:07.819673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:07.940039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:07.940189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:07.940230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:07.940259] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:07.943517] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-18T20:24:07.943800] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-18T20:24:07.943921] [INFO ] [sig       ] HUMA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:08.084332] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HUMA.txt
[2025-12-18T20:24:08.084516] [INFO ] [sig       ] [1594/3568] Completed HUMA in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:08.084588] [INFO ] [sig       ] [1595/3568] Forecasting HUN...
[2025-12-18T20:24:08.084627] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-18T20:24:08.084657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-18T20:24:08.096315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-18T20:24:08.096630] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-18T20:24:08.097407] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-18T20:24:08.097465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:08.097497] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:08.097524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:08.097599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:08.155284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:08.156179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:08.156262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:08.156297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:08.278083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:08.278241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:08.278283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:08.278312] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:08.281912] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-18T20:24:08.282197] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-18T20:24:08.282327] [INFO ] [sig       ] HUN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:08.424714] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HUN.txt
[2025-12-18T20:24:08.424882] [INFO ] [sig       ] [1595/3568] Completed HUN in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:08.424922] [INFO ] [sig       ] [1596/3568] Forecasting HURC...
[2025-12-18T20:24:08.424951] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-18T20:24:08.424980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-18T20:24:08.438499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-18T20:24:08.438831] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-18T20:24:08.439719] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-18T20:24:08.439782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:08.439814] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:08.439840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:08.439895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:08.494862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:08.495475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:08.495552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:08.495601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:08.605649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:08.605802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:08.605844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:08.605873] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:08.609277] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-18T20:24:08.609547] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-18T20:24:08.609688] [INFO ] [sig       ] HURC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:08.746981] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HURC.txt
[2025-12-18T20:24:08.747097] [INFO ] [sig       ] [1596/3568] Completed HURC in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:08.747135] [INFO ] [sig       ] [1597/3568] Forecasting HURN...
[2025-12-18T20:24:08.747164] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-18T20:24:08.747192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-18T20:24:08.758775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-18T20:24:08.759087] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-18T20:24:08.759873] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-18T20:24:08.759925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:08.759956] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:08.759983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:08.760040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:08.816903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:08.817553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:08.817676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:08.817710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:08.933939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:08.934068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:08.934106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:08.934135] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:08.937419] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-12-18T20:24:08.937708] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-18T20:24:08.937839] [INFO ] [sig       ] HURN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:09.076836] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HURN.txt
[2025-12-18T20:24:09.076965] [INFO ] [sig       ] [1597/3568] Completed HURN in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:09.077003] [INFO ] [sig       ] [1598/3568] Forecasting HUYA...
[2025-12-18T20:24:09.077031] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-18T20:24:09.077060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-18T20:24:09.088206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-18T20:24:09.088482] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-18T20:24:09.089270] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-18T20:24:09.089321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:09.089352] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:09.089378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:09.089439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:09.144984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:09.145605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:09.145682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:09.145714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:09.266724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:09.266853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:09.266893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:09.266921] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:09.270276] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-18T20:24:09.270592] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-18T20:24:09.270722] [INFO ] [sig       ] HUYA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:09.407520] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HUYA.txt
[2025-12-18T20:24:09.407675] [INFO ] [sig       ] [1598/3568] Completed HUYA in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:09.407732] [INFO ] [sig       ] [1599/3568] Forecasting HWC...
[2025-12-18T20:24:09.407761] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-18T20:24:09.407791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-18T20:24:09.418597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-18T20:24:09.418878] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-18T20:24:09.419675] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-18T20:24:09.419725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:09.419757] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:09.419782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:09.419837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:09.475491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:09.476100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:09.476177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:09.476208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:09.596264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:09.596413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:09.596459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:09.596486] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:09.599849] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2025-12-18T20:24:09.600127] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-18T20:24:09.600254] [INFO ] [sig       ] HWC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:09.757494] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HWC.txt
[2025-12-18T20:24:09.757673] [INFO ] [sig       ] [1599/3568] Completed HWC in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:09.757738] [INFO ] [sig       ] [1600/3568] Forecasting HWH...
[2025-12-18T20:24:09.757785] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-18T20:24:09.757831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-18T20:24:09.769663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-18T20:24:09.770001] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-18T20:24:09.770923] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-18T20:24:09.770978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:09.771012] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:09.771040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:09.771116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:09.837722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:09.838753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:09.838857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:09.838902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:09.965042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:09.965208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:09.965259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:09.965290] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:09.968796] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-12-18T20:24:09.969169] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-18T20:24:09.969317] [INFO ] [sig       ] HWH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:10.106948] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HWH.txt
[2025-12-18T20:24:10.107152] [INFO ] [sig       ] [1600/3568] Completed HWH in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:10.107226] [INFO ] [sig       ] [1601/3568] Forecasting HWKN...
[2025-12-18T20:24:10.107271] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-18T20:24:10.107312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-18T20:24:10.120031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-18T20:24:10.120452] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-18T20:24:10.121409] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-18T20:24:10.121467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:10.121502] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:10.121527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:10.121615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:10.179144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:10.180043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:10.180125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:10.180159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:10.298747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:10.298900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:10.298945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:10.298974] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:10.302459] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-18T20:24:10.302782] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-18T20:24:10.302912] [INFO ] [sig       ] HWKN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:10.445215] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HWKN.txt
[2025-12-18T20:24:10.445363] [INFO ] [sig       ] [1601/3568] Completed HWKN in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:10.445411] [INFO ] [sig       ] [1602/3568] Forecasting HWM...
[2025-12-18T20:24:10.445441] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-18T20:24:10.445474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-18T20:24:10.457545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-18T20:24:10.457859] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-18T20:24:10.458616] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-18T20:24:10.458667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:10.458699] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:10.458726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:10.458782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:10.516485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:10.517213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:10.517294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:10.517327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:10.637003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:10.637154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:10.637197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:10.637225] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:10.640742] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=41.54%)
[2025-12-18T20:24:10.641013] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-18T20:24:10.641134] [INFO ] [sig       ] HWM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:10.779895] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HWM.txt
[2025-12-18T20:24:10.780032] [INFO ] [sig       ] [1602/3568] Completed HWM in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:10.780090] [INFO ] [sig       ] [1603/3568] Forecasting HXL...
[2025-12-18T20:24:10.780120] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-18T20:24:10.780151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-18T20:24:10.792128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-18T20:24:10.792502] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-18T20:24:10.793312] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-18T20:24:10.793365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:10.793397] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:10.793425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:10.793481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:10.849438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:10.850233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:10.850311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:10.850343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:10.976871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:10.977025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:10.977081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:10.977112] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:10.980479] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-18T20:24:10.980801] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-18T20:24:10.980929] [INFO ] [sig       ] HXL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:11.125157] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HXL.txt
[2025-12-18T20:24:11.125314] [INFO ] [sig       ] [1603/3568] Completed HXL in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:11.125353] [INFO ] [sig       ] [1604/3568] Forecasting HY...
[2025-12-18T20:24:11.125382] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-18T20:24:11.125411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-18T20:24:11.137343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-18T20:24:11.137694] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-18T20:24:11.138437] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-18T20:24:11.138488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:11.138545] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:11.138593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:11.138654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:11.194798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:11.195478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:11.195569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:11.195627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:11.314992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:11.315140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:11.315180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:11.315208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:11.318477] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-18T20:24:11.318763] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-18T20:24:11.318882] [INFO ] [sig       ] HY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:11.454946] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HY.txt
[2025-12-18T20:24:11.455068] [INFO ] [sig       ] [1604/3568] Completed HY in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-18T20:24:11.455106] [INFO ] [sig       ] [1605/3568] Forecasting HYFM...
[2025-12-18T20:24:11.455135] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-18T20:24:11.455164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-18T20:24:11.465860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-18T20:24:11.466134] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-18T20:24:11.466895] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-18T20:24:11.466946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:11.466977] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:11.467003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:11.467058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:11.522972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:11.523808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:11.523903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:11.523936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:11.637485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:11.637642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:11.637683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:11.637711] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:11.641016] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-12-18T20:24:11.641300] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-18T20:24:11.641421] [INFO ] [sig       ] HYFM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:11.777464] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HYFM.txt
[2025-12-18T20:24:11.777594] [INFO ] [sig       ] [1605/3568] Completed HYFM in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-18T20:24:11.777633] [INFO ] [sig       ] [1606/3568] Forecasting HYI...
[2025-12-18T20:24:11.777662] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-18T20:24:11.777693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-18T20:24:11.789131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-18T20:24:11.789404] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-18T20:24:11.790208] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-18T20:24:11.790260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:11.790291] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:11.790319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:11.790375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:11.848354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:11.849221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:11.849300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:11.849330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:11.966893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:11.967041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:11.967082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:11.967109] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:11.970410] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-18T20:24:11.970697] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-18T20:24:11.970818] [INFO ] [sig       ] HYI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:12.111060] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HYI.txt
[2025-12-18T20:24:12.111212] [INFO ] [sig       ] [1606/3568] Completed HYI in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-18T20:24:12.111251] [INFO ] [sig       ] [1607/3568] Forecasting HYLS...
[2025-12-18T20:24:12.111279] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-18T20:24:12.111309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-18T20:24:12.122480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-18T20:24:12.122789] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-18T20:24:12.123530] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-18T20:24:12.123599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:12.123643] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:12.123671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:12.123727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:12.179349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:12.179962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:12.180039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:12.180071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:12.295198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:12.295347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:12.295387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:12.295448] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:12.298763] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-18T20:24:12.299046] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-18T20:24:12.299169] [INFO ] [sig       ] HYLS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:12.438043] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HYLS.txt
[2025-12-18T20:24:12.438168] [INFO ] [sig       ] [1607/3568] Completed HYLS in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-18T20:24:12.438205] [INFO ] [sig       ] [1608/3568] Forecasting HYMC...
[2025-12-18T20:24:12.438233] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-18T20:24:12.438262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-18T20:24:12.449357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-18T20:24:12.449636] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-18T20:24:12.450364] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-18T20:24:12.450414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:12.450446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:12.450472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:12.450528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:12.505602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:12.506182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:12.506257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:12.506288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:12.630523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:12.630697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:12.630742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:12.630772] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:12.634218] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-12-18T20:24:12.634502] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-18T20:24:12.634651] [INFO ] [sig       ] HYMC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:12.772887] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HYMC.txt
[2025-12-18T20:24:12.773024] [INFO ] [sig       ] [1608/3568] Completed HYMC in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-18T20:24:12.773063] [INFO ] [sig       ] [1609/3568] Forecasting HYXF...
[2025-12-18T20:24:12.773092] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-18T20:24:12.773121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-18T20:24:12.786474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-18T20:24:12.786969] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-18T20:24:12.787878] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-18T20:24:12.787931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:12.787963] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:12.787989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:12.788048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:12.848187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:12.849352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:12.849445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:12.849483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:12.958676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:12.958834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:12.958875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:12.958904] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:12.962263] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=71.25%)
[2025-12-18T20:24:12.962534] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-18T20:24:12.962674] [INFO ] [sig       ] HYXF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:13.099618] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HYXF.txt
[2025-12-18T20:24:13.099745] [INFO ] [sig       ] [1609/3568] Completed HYXF in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-18T20:24:13.099783] [INFO ] [sig       ] [1610/3568] Forecasting HYZD...
[2025-12-18T20:24:13.099812] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-18T20:24:13.099842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-18T20:24:13.110608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-18T20:24:13.110889] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-18T20:24:13.111678] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-18T20:24:13.111728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:13.111760] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:13.111786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:13.111842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:13.168642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:13.169377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:13.169463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:13.169494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:13.290619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:13.290781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:13.290827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:13.290855] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:13.294298] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=40.07%)
[2025-12-18T20:24:13.294591] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-18T20:24:13.294718] [INFO ] [sig       ] HYZD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:13.431195] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/HYZD.txt
[2025-12-18T20:24:13.431344] [INFO ] [sig       ] [1610/3568] Completed HYZD in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-18T20:24:13.431382] [INFO ] [sig       ] [1611/3568] Forecasting HZO...
[2025-12-18T20:24:13.431417] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-18T20:24:13.431448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-18T20:24:13.442831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-18T20:24:13.443192] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-18T20:24:13.443993] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-18T20:24:13.444047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:13.444080] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:13.444106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:13.444161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:13.501092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:13.501974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:13.502060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:13.502093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:13.631196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:13.631372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:13.631434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:13.631478] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:13.636267] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-12-18T20:24:13.636676] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-18T20:24:13.636845] [INFO ] [sig       ] HZO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:13.776305] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/HZO.txt
[2025-12-18T20:24:13.776465] [INFO ] [sig       ] [1611/3568] Completed HZO in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-18T20:24:13.776503] [INFO ] [sig       ] [1612/3568] Forecasting IAC...
[2025-12-18T20:24:13.776532] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-18T20:24:13.776565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-18T20:24:13.788392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-18T20:24:13.788759] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-18T20:24:13.789544] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-18T20:24:13.789615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:13.789646] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:13.789673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:13.789728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:13.845434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:13.846262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:13.846340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:13.846372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:13.967934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:13.968083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:13.968125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:13.968153] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:13.971547] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=56.47%)
[2025-12-18T20:24:13.971861] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-18T20:24:13.971987] [INFO ] [sig       ] IAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:14.116819] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IAC.txt
[2025-12-18T20:24:14.117038] [INFO ] [sig       ] [1612/3568] Completed IAC in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:14.117100] [INFO ] [sig       ] [1613/3568] Forecasting IAE...
[2025-12-18T20:24:14.117141] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-18T20:24:14.117192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-18T20:24:14.131881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-18T20:24:14.132246] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-18T20:24:14.133289] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-18T20:24:14.133354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:14.133396] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:14.133434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:14.133521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:14.196879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:14.197779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:14.197863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:14.197896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:14.311034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:14.311187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:14.311228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:14.311257] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:14.314559] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-12-18T20:24:14.314865] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-18T20:24:14.314984] [INFO ] [sig       ] IAE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:14.451975] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IAE.txt
[2025-12-18T20:24:14.452125] [INFO ] [sig       ] [1613/3568] Completed IAE in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:14.452163] [INFO ] [sig       ] [1614/3568] Forecasting IAG...
[2025-12-18T20:24:14.452192] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-18T20:24:14.452223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-18T20:24:14.463986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-18T20:24:14.464375] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-18T20:24:14.465212] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-18T20:24:14.465265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:14.465298] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:14.465326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:14.465383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:14.522255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:14.523120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:14.523202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:14.523284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:14.642365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:14.642517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:14.642559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:14.642624] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:14.645910] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-18T20:24:14.646183] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-18T20:24:14.646301] [INFO ] [sig       ] IAG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:14.782993] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IAG.txt
[2025-12-18T20:24:14.783106] [INFO ] [sig       ] [1614/3568] Completed IAG in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:14.783142] [INFO ] [sig       ] [1615/3568] Forecasting IAS...
[2025-12-18T20:24:14.783172] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-18T20:24:14.783201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-18T20:24:14.794171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-18T20:24:14.794450] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-18T20:24:14.795194] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-18T20:24:14.795245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:14.795276] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:14.795303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:14.795359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:14.851372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:14.852148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:14.852228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:14.852259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:14.967017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:14.967170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:14.967211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:14.967240] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:14.970599] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=59.62%)
[2025-12-18T20:24:14.970904] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-18T20:24:14.971037] [INFO ] [sig       ] IAS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:15.108628] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IAS.txt
[2025-12-18T20:24:15.108765] [INFO ] [sig       ] [1615/3568] Completed IAS in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:15.108801] [INFO ] [sig       ] [1616/3568] Forecasting IBB...
[2025-12-18T20:24:15.108831] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-18T20:24:15.108860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-18T20:24:15.120225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-18T20:24:15.120487] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-18T20:24:15.121240] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-18T20:24:15.121291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:15.121321] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:15.121347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:15.121403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:15.177315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:15.178093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:15.178174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:15.178206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:15.299714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:15.299873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:15.299917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:15.299945] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:15.303405] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=23.18%)
[2025-12-18T20:24:15.303742] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-18T20:24:15.303878] [INFO ] [sig       ] IBB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:15.444632] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IBB.txt
[2025-12-18T20:24:15.444770] [INFO ] [sig       ] [1616/3568] Completed IBB in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:15.444809] [INFO ] [sig       ] [1617/3568] Forecasting IBBQ...
[2025-12-18T20:24:15.444838] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-18T20:24:15.444867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-18T20:24:15.455361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-18T20:24:15.455692] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-18T20:24:15.456466] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-18T20:24:15.456519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:15.456550] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:15.456595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:15.456655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:15.514960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:15.515718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:15.515817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:15.515850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:15.622380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:15.622511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:15.622551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:15.622596] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:15.625809] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-18T20:24:15.626073] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-18T20:24:15.626196] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:15.766132] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IBBQ.txt
[2025-12-18T20:24:15.766323] [INFO ] [sig       ] [1617/3568] Completed IBBQ in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:15.766388] [INFO ] [sig       ] [1618/3568] Forecasting IBCP...
[2025-12-18T20:24:15.766430] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-18T20:24:15.766471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-18T20:24:15.777863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-18T20:24:15.778157] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-18T20:24:15.778916] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-18T20:24:15.778967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:15.778998] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:15.779044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:15.779111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:15.835844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:15.836486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:15.836564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:15.836615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:15.950040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:15.950183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:15.950229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:15.950259] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:15.953647] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-18T20:24:15.953923] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-18T20:24:15.954049] [INFO ] [sig       ] IBCP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:16.091673] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IBCP.txt
[2025-12-18T20:24:16.091802] [INFO ] [sig       ] [1618/3568] Completed IBCP in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:16.091840] [INFO ] [sig       ] [1619/3568] Forecasting IBEX...
[2025-12-18T20:24:16.091868] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-18T20:24:16.091898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-18T20:24:16.102710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-18T20:24:16.102996] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-18T20:24:16.103775] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-18T20:24:16.103827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:16.103858] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:16.103885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:16.103941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:16.160281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:16.160950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:16.161031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:16.161063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:16.290185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:16.290342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:16.290384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:16.290413] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:16.293844] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-18T20:24:16.294120] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-18T20:24:16.294248] [INFO ] [sig       ] IBEX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:16.446637] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IBEX.txt
[2025-12-18T20:24:16.446769] [INFO ] [sig       ] [1619/3568] Completed IBEX in 0.4s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:16.446807] [INFO ] [sig       ] [1620/3568] Forecasting IBM...
[2025-12-18T20:24:16.446838] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-18T20:24:16.446867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-18T20:24:16.457697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-18T20:24:16.457996] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-18T20:24:16.458769] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-18T20:24:16.458829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:16.458862] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:16.458889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:16.458944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:16.514978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:16.515628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:16.515703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:16.515735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:16.637198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:16.637340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:16.637382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:16.637411] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:16.640693] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-18T20:24:16.640959] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-18T20:24:16.641081] [INFO ] [sig       ] IBM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:16.778594] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IBM.txt
[2025-12-18T20:24:16.778715] [INFO ] [sig       ] [1620/3568] Completed IBM in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:16.778761] [INFO ] [sig       ] [1621/3568] Forecasting IBN...
[2025-12-18T20:24:16.778800] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-18T20:24:16.778833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-18T20:24:16.793737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-18T20:24:16.794119] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-18T20:24:16.795264] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-18T20:24:16.795340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:16.795417] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:16.795447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:16.795504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:16.852646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:16.853620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:16.853715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:16.853750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:16.973276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:16.973412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:16.973454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:16.973484] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:16.976843] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-18T20:24:16.977119] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-18T20:24:16.977246] [INFO ] [sig       ] IBN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:17.114614] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IBN.txt
[2025-12-18T20:24:17.114734] [INFO ] [sig       ] [1621/3568] Completed IBN in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-18T20:24:17.114772] [INFO ] [sig       ] [1622/3568] Forecasting IBOC...
[2025-12-18T20:24:17.114802] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-18T20:24:17.114832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-18T20:24:17.125812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-18T20:24:17.126113] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-18T20:24:17.126899] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-18T20:24:17.126950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:17.126981] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:17.127007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:17.127062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:17.183426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:17.184073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:17.184152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:17.184184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:17.305636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:17.305797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:17.305851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:17.305888] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:17.310220] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2025-12-18T20:24:17.310560] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-18T20:24:17.310735] [INFO ] [sig       ] IBOC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:17.453527] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IBOC.txt
[2025-12-18T20:24:17.453692] [INFO ] [sig       ] [1622/3568] Completed IBOC in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-18T20:24:17.453731] [INFO ] [sig       ] [1623/3568] Forecasting IBP...
[2025-12-18T20:24:17.453759] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-18T20:24:17.453789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-18T20:24:17.465070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-18T20:24:17.465373] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-18T20:24:17.466178] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-18T20:24:17.466231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:17.466264] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:17.466291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:17.466348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:17.524942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:17.525759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:17.525843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:17.525876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:17.650038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:17.650184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:17.650225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:17.650254] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:17.653695] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-18T20:24:17.653968] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-18T20:24:17.654105] [INFO ] [sig       ] IBP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:17.798028] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IBP.txt
[2025-12-18T20:24:17.798156] [INFO ] [sig       ] [1623/3568] Completed IBP in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-18T20:24:17.798196] [INFO ] [sig       ] [1624/3568] Forecasting IBRX...
[2025-12-18T20:24:17.798226] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-18T20:24:17.798256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-18T20:24:17.809449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-18T20:24:17.809777] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-18T20:24:17.810598] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-18T20:24:17.810654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:17.810686] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:17.810714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:17.810771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:17.869638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:17.870319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:17.870399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:17.870431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:17.989470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:17.989622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:17.989667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:17.989724] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:17.992968] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=48.97%)
[2025-12-18T20:24:17.993250] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-18T20:24:17.993372] [INFO ] [sig       ] IBRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:18.131979] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IBRX.txt
[2025-12-18T20:24:18.132102] [INFO ] [sig       ] [1624/3568] Completed IBRX in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-18T20:24:18.132140] [INFO ] [sig       ] [1625/3568] Forecasting IBTG...
[2025-12-18T20:24:18.132170] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-18T20:24:18.132200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-18T20:24:18.143791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-18T20:24:18.144086] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-18T20:24:18.144908] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-18T20:24:18.144959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:18.144991] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:18.145018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:18.145075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:18.207280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:18.208188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:18.208300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:18.208337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:18.328034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:18.328180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:18.328224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:18.328252] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:18.331848] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=89.28%)
[2025-12-18T20:24:18.332229] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-18T20:24:18.332371] [INFO ] [sig       ] IBTG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:18.476235] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IBTG.txt
[2025-12-18T20:24:18.476384] [INFO ] [sig       ] [1625/3568] Completed IBTG in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-18T20:24:18.476421] [INFO ] [sig       ] [1626/3568] Forecasting IBTH...
[2025-12-18T20:24:18.476451] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-18T20:24:18.476480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-18T20:24:18.488124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-18T20:24:18.488433] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-18T20:24:18.489275] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-18T20:24:18.489328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:18.489360] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:18.489388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:18.489445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:18.547142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:18.547950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:18.548031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:18.548064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:18.663231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:18.663365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:18.663409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:18.663439] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:18.666726] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-18T20:24:18.666993] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-18T20:24:18.667131] [INFO ] [sig       ] IBTH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:18.803853] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IBTH.txt
[2025-12-18T20:24:18.803971] [INFO ] [sig       ] [1626/3568] Completed IBTH in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-18T20:24:18.804008] [INFO ] [sig       ] [1627/3568] Forecasting IBTI...
[2025-12-18T20:24:18.804037] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-18T20:24:18.804067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-18T20:24:18.815351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-18T20:24:18.815679] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-18T20:24:18.816482] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-18T20:24:18.816534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:18.816568] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:18.816632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:18.816692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:18.873772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:18.874417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:18.874497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:18.874530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:18.991168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:18.991327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:18.991368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:18.991395] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:18.994664] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-18T20:24:18.994933] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-18T20:24:18.995054] [INFO ] [sig       ] IBTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:19.130986] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IBTI.txt
[2025-12-18T20:24:19.131113] [INFO ] [sig       ] [1627/3568] Completed IBTI in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-18T20:24:19.131151] [INFO ] [sig       ] [1628/3568] Forecasting IBTJ...
[2025-12-18T20:24:19.131180] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-18T20:24:19.131209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-18T20:24:19.142921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-18T20:24:19.143223] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-18T20:24:19.143985] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-18T20:24:19.144036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:19.144068] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:19.144095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:19.144151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:19.199273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:19.199951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:19.200028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:19.200060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:19.319151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:19.319300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:19.319342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:19.319370] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:19.322642] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=39.96%)
[2025-12-18T20:24:19.322913] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-18T20:24:19.323031] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:19.460180] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IBTJ.txt
[2025-12-18T20:24:19.460317] [INFO ] [sig       ] [1628/3568] Completed IBTJ in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-18T20:24:19.460356] [INFO ] [sig       ] [1629/3568] Forecasting IBTK...
[2025-12-18T20:24:19.460385] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-18T20:24:19.460415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-18T20:24:19.471895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-18T20:24:19.472283] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-18T20:24:19.473067] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-18T20:24:19.473119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:19.473150] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:19.473177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:19.473242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:19.528975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:19.529891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:19.529979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:19.530011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:19.648505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:19.648665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:19.648707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:19.648734] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:19.652081] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2025-12-18T20:24:19.652348] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-18T20:24:19.652468] [INFO ] [sig       ] IBTK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:19.789680] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IBTK.txt
[2025-12-18T20:24:19.789804] [INFO ] [sig       ] [1629/3568] Completed IBTK in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-18T20:24:19.789842] [INFO ] [sig       ] [1630/3568] Forecasting IBTL...
[2025-12-18T20:24:19.789871] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-18T20:24:19.789900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-18T20:24:19.801175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-18T20:24:19.801474] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-18T20:24:19.802232] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-18T20:24:19.802282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:19.802313] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:19.802340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:19.802396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:19.857635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:19.858251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:19.858326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:19.858356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:19.979308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:19.979487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:19.979547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:19.979593] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:19.983060] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=81.00%)
[2025-12-18T20:24:19.983339] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-18T20:24:19.983477] [INFO ] [sig       ] IBTL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:20.121845] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IBTL.txt
[2025-12-18T20:24:20.121983] [INFO ] [sig       ] [1630/3568] Completed IBTL in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:20.122028] [INFO ] [sig       ] [1631/3568] Forecasting IBTM...
[2025-12-18T20:24:20.122059] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-18T20:24:20.122090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-18T20:24:20.133726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-18T20:24:20.134038] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-18T20:24:20.134854] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-18T20:24:20.134906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:20.134948] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:20.134977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:20.135040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:20.192653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:20.193346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:20.193473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:20.193508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:20.311860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:20.312030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:20.312073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:20.312101] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:20.315371] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=64.97%)
[2025-12-18T20:24:20.315657] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-18T20:24:20.315780] [INFO ] [sig       ] IBTM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:20.453615] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IBTM.txt
[2025-12-18T20:24:20.453762] [INFO ] [sig       ] [1631/3568] Completed IBTM in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:20.453800] [INFO ] [sig       ] [1632/3568] Forecasting IBTO...
[2025-12-18T20:24:20.453829] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-18T20:24:20.453860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-18T20:24:20.465016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-18T20:24:20.465395] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-18T20:24:20.466184] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-18T20:24:20.466235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:20.466267] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:20.466293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:20.466354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:20.522784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:20.523635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:20.523715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:20.523747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:20.648617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:20.648766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:20.648810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:20.648839] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:20.652198] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=26.79%)
[2025-12-18T20:24:20.652484] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-18T20:24:20.652634] [INFO ] [sig       ] IBTO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:20.793351] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IBTO.txt
[2025-12-18T20:24:20.793497] [INFO ] [sig       ] [1632/3568] Completed IBTO in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:20.793535] [INFO ] [sig       ] [1633/3568] Forecasting ICE...
[2025-12-18T20:24:20.793565] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-18T20:24:20.793614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-18T20:24:20.804947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-18T20:24:20.805257] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-18T20:24:20.806061] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-18T20:24:20.806113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:20.806144] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:20.806170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:20.806227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:20.864337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:20.865171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:20.865254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:20.865287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:20.982778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:20.982927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:20.982970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:20.982998] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:20.986280] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=58.82%)
[2025-12-18T20:24:20.986590] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-18T20:24:20.986723] [INFO ] [sig       ] ICE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:21.123550] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ICE.txt
[2025-12-18T20:24:21.123718] [INFO ] [sig       ] [1633/3568] Completed ICE in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:21.123758] [INFO ] [sig       ] [1634/3568] Forecasting ICFI...
[2025-12-18T20:24:21.123787] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-18T20:24:21.123818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-18T20:24:21.134668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-18T20:24:21.134938] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-18T20:24:21.135696] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-18T20:24:21.135746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:21.135778] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:21.135804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:21.135864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:21.190840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:21.191509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:21.191602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:21.191636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:21.311690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:21.311838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:21.311882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:21.311911] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:21.315281] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=14.10%)
[2025-12-18T20:24:21.315559] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-18T20:24:21.315706] [INFO ] [sig       ] ICFI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:21.455769] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ICFI.txt
[2025-12-18T20:24:21.455925] [INFO ] [sig       ] [1634/3568] Completed ICFI in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:21.455970] [INFO ] [sig       ] [1635/3568] Forecasting ICL...
[2025-12-18T20:24:21.456000] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-18T20:24:21.456030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-18T20:24:21.468160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-18T20:24:21.468550] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-18T20:24:21.469401] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-18T20:24:21.469455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:21.469486] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:21.469513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:21.469569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:21.525893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:21.526725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:21.526804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:21.526837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:21.651918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:21.652078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:21.652130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:21.652160] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:21.655585] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-12-18T20:24:21.655868] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-18T20:24:21.655992] [INFO ] [sig       ] ICL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:21.791444] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ICL.txt
[2025-12-18T20:24:21.791563] [INFO ] [sig       ] [1635/3568] Completed ICL in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:21.791616] [INFO ] [sig       ] [1636/3568] Forecasting ICLN...
[2025-12-18T20:24:21.791645] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-18T20:24:21.791674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-18T20:24:21.803228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-18T20:24:21.803516] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-18T20:24:21.804490] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-18T20:24:21.804540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:21.804589] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:21.804620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:21.804676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:21.862771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:21.863389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:21.863470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:21.863502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:21.986044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:21.986164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:21.986202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:21.986230] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:21.989433] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-18T20:24:21.989717] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-18T20:24:21.989853] [INFO ] [sig       ] ICLN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:22.126866] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ICLN.txt
[2025-12-18T20:24:22.127013] [INFO ] [sig       ] [1636/3568] Completed ICLN in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:22.127052] [INFO ] [sig       ] [1637/3568] Forecasting ICMB...
[2025-12-18T20:24:22.127082] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-18T20:24:22.127112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-18T20:24:22.138185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-18T20:24:22.138458] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-18T20:24:22.139277] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-18T20:24:22.139328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:22.139360] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:22.139386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:22.139443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:22.195482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:22.196107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:22.196184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:22.196217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:22.302340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:22.302453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:22.302491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:22.302518] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:22.305709] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-12-18T20:24:22.305980] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-18T20:24:22.306102] [INFO ] [sig       ] ICMB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:22.442483] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ICMB.txt
[2025-12-18T20:24:22.442617] [INFO ] [sig       ] [1637/3568] Completed ICMB in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:22.442655] [INFO ] [sig       ] [1638/3568] Forecasting ICOP...
[2025-12-18T20:24:22.442684] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-18T20:24:22.442713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-18T20:24:22.453427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-18T20:24:22.453750] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-18T20:24:22.454491] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-18T20:24:22.454542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:22.454630] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:22.454672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:22.454754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:22.510423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:22.511141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:22.511222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:22.511256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:22.622434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:22.622597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:22.622654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:22.622685] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:22.625992] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-18T20:24:22.626290] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-18T20:24:22.626416] [INFO ] [sig       ] ICOP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:22.763548] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ICOP.txt
[2025-12-18T20:24:22.763692] [INFO ] [sig       ] [1638/3568] Completed ICOP in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:22.763731] [INFO ] [sig       ] [1639/3568] Forecasting ICUI...
[2025-12-18T20:24:22.763760] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-18T20:24:22.763790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-18T20:24:22.775182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-18T20:24:22.775473] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-18T20:24:22.776259] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-18T20:24:22.776310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:22.776343] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:22.776370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:22.776428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:22.832917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:22.833514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:22.833605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:22.833639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:22.947891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:22.948011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:22.948049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:22.948077] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:22.951436] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2025-12-18T20:24:22.951729] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-18T20:24:22.951859] [INFO ] [sig       ] ICUI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:23.094868] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ICUI.txt
[2025-12-18T20:24:23.094998] [INFO ] [sig       ] [1639/3568] Completed ICUI in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-18T20:24:23.095037] [INFO ] [sig       ] [1640/3568] Forecasting IDA...
[2025-12-18T20:24:23.095067] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-18T20:24:23.095097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-18T20:24:23.106676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-18T20:24:23.106973] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-18T20:24:23.107743] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-18T20:24:23.107793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:23.107825] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:23.107852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:23.107908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:23.164899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:23.165555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:23.165669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:23.165704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:23.282331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:23.282481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:23.282522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:23.282553] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:23.285881] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-12-18T20:24:23.286148] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-18T20:24:23.286271] [INFO ] [sig       ] IDA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:23.421870] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IDA.txt
[2025-12-18T20:24:23.422004] [INFO ] [sig       ] [1640/3568] Completed IDA in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-18T20:24:23.422042] [INFO ] [sig       ] [1641/3568] Forecasting IDAI...
[2025-12-18T20:24:23.422070] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-18T20:24:23.422100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-18T20:24:23.433156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-18T20:24:23.433468] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-18T20:24:23.434274] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-18T20:24:23.434325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:23.434357] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:23.434384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:23.434439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:23.490263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:23.490974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:23.491053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:23.491085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:23.609273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:23.609427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:23.609466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:23.609538] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:23.613016] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2025-12-18T20:24:23.613283] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-18T20:24:23.613407] [INFO ] [sig       ] IDAI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:23.753258] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IDAI.txt
[2025-12-18T20:24:23.753382] [INFO ] [sig       ] [1641/3568] Completed IDAI in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-18T20:24:23.753420] [INFO ] [sig       ] [1642/3568] Forecasting IDCC...
[2025-12-18T20:24:23.753449] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-18T20:24:23.753478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-18T20:24:23.764730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-18T20:24:23.765017] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-18T20:24:23.765822] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-18T20:24:23.765874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:23.765916] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:23.765943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:23.766001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:23.823871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:23.824472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:23.824548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:23.824599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:23.941952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:23.942067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:23.942105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:23.942133] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:23.945287] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=42.62%)
[2025-12-18T20:24:23.945555] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-18T20:24:23.945695] [INFO ] [sig       ] IDCC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:24.082672] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IDCC.txt
[2025-12-18T20:24:24.082802] [INFO ] [sig       ] [1642/3568] Completed IDCC in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-18T20:24:24.082846] [INFO ] [sig       ] [1643/3568] Forecasting IDE...
[2025-12-18T20:24:24.082879] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-18T20:24:24.082909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-18T20:24:24.093938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-18T20:24:24.094230] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-18T20:24:24.095023] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-18T20:24:24.095075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:24.095107] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:24.095133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:24.095191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:24.152390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:24.153021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:24.153099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:24.153131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:24.270112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:24.270275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:24.270328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:24.270366] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:24.274818] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-18T20:24:24.275168] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-18T20:24:24.275323] [INFO ] [sig       ] IDE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:24.420449] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IDE.txt
[2025-12-18T20:24:24.420617] [INFO ] [sig       ] [1643/3568] Completed IDE in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-18T20:24:24.420659] [INFO ] [sig       ] [1644/3568] Forecasting IDN...
[2025-12-18T20:24:24.420688] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-18T20:24:24.420720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-18T20:24:24.431911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-18T20:24:24.432221] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-18T20:24:24.433038] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-18T20:24:24.433090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:24.433122] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:24.433147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:24.433204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:24.491856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:24.492515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:24.492611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:24.492646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:24.605677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:24.605832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:24.605873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:24.605901] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:24.609294] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-18T20:24:24.609603] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-18T20:24:24.609733] [INFO ] [sig       ] IDN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:24.747668] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IDN.txt
[2025-12-18T20:24:24.747820] [INFO ] [sig       ] [1644/3568] Completed IDN in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-18T20:24:24.747859] [INFO ] [sig       ] [1645/3568] Forecasting IDXX...
[2025-12-18T20:24:24.747888] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-18T20:24:24.747918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-18T20:24:24.759446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-18T20:24:24.759767] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-18T20:24:24.760594] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-18T20:24:24.760649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:24.760681] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:24.760709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:24.760766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:24.818138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:24.818786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:24.818864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:24.818897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:24.935321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:24.935428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:24.935465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:24.935492] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:24.938596] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: UP (p=71.70%)
[2025-12-18T20:24:24.938865] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-18T20:24:24.938983] [INFO ] [sig       ] IDXX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:25.074993] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IDXX.txt
[2025-12-18T20:24:25.075103] [INFO ] [sig       ] [1645/3568] Completed IDXX in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-18T20:24:25.075140] [INFO ] [sig       ] [1646/3568] Forecasting IDYA...
[2025-12-18T20:24:25.075174] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-18T20:24:25.075205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-18T20:24:25.086823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-18T20:24:25.087117] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-18T20:24:25.087908] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-18T20:24:25.087960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:25.087993] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:25.088020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:25.088077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:25.144641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:25.145289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:25.145366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:25.145399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:25.264504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:25.264677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:25.264719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:25.264748] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:25.268168] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-18T20:24:25.268462] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-18T20:24:25.268609] [INFO ] [sig       ] IDYA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:25.408238] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IDYA.txt
[2025-12-18T20:24:25.408370] [INFO ] [sig       ] [1646/3568] Completed IDYA in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-18T20:24:25.408408] [INFO ] [sig       ] [1647/3568] Forecasting IEF...
[2025-12-18T20:24:25.408436] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-18T20:24:25.408466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-18T20:24:25.419877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-18T20:24:25.420171] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-18T20:24:25.421002] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-18T20:24:25.421055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:25.421087] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:25.421114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:25.421171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:25.478114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:25.478713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:25.478788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:25.478820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:25.598545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:25.598719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:25.598760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:25.598788] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:25.602079] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-18T20:24:25.602347] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-18T20:24:25.602468] [INFO ] [sig       ] IEF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:25.740289] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IEF.txt
[2025-12-18T20:24:25.740414] [INFO ] [sig       ] [1647/3568] Completed IEF in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-18T20:24:25.740452] [INFO ] [sig       ] [1648/3568] Forecasting IEI...
[2025-12-18T20:24:25.740481] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-18T20:24:25.740512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-18T20:24:25.754944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-18T20:24:25.755282] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-18T20:24:25.756088] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-18T20:24:25.756140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:25.756170] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:25.756197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:25.756259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:25.814527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:25.815391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:25.815551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:25.815610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:25.938145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:25.938296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:25.938337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:25.938365] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:25.941715] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-18T20:24:25.941992] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-18T20:24:25.942116] [INFO ] [sig       ] IEI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:26.080403] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IEI.txt
[2025-12-18T20:24:26.080522] [INFO ] [sig       ] [1648/3568] Completed IEI in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-18T20:24:26.080560] [INFO ] [sig       ] [1649/3568] Forecasting IEP...
[2025-12-18T20:24:26.080608] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-18T20:24:26.080639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-18T20:24:26.091855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-18T20:24:26.092164] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-18T20:24:26.093026] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-18T20:24:26.093078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:26.093110] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:26.093137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:26.093194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:26.151770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:26.152457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:26.152537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:26.152570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:26.276177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:26.276325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:26.276365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:26.276408] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:26.279698] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-18T20:24:26.280010] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-18T20:24:26.280130] [INFO ] [sig       ] IEP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:26.421023] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IEP.txt
[2025-12-18T20:24:26.421176] [INFO ] [sig       ] [1649/3568] Completed IEP in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-18T20:24:26.421215] [INFO ] [sig       ] [1650/3568] Forecasting IESC...
[2025-12-18T20:24:26.421244] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-18T20:24:26.421275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-18T20:24:26.432349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-18T20:24:26.432694] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-18T20:24:26.433433] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-18T20:24:26.433484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:26.433515] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:26.433542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:26.433616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:26.489473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:26.490320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:26.490401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:26.490433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:26.608162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:26.608308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:26.608349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:26.608376] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:26.611673] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=44.27%)
[2025-12-18T20:24:26.611952] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-18T20:24:26.612074] [INFO ] [sig       ] IESC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:26.751354] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IESC.txt
[2025-12-18T20:24:26.751517] [INFO ] [sig       ] [1650/3568] Completed IESC in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-18T20:24:26.751556] [INFO ] [sig       ] [1651/3568] Forecasting IEX...
[2025-12-18T20:24:26.751604] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-18T20:24:26.751636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-18T20:24:26.763736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-18T20:24:26.764062] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-18T20:24:26.764832] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-18T20:24:26.764881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:26.764913] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:26.764940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:26.764996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:26.823491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:26.824351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:26.824436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:26.824473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:26.942735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:26.942883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:26.942923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:26.942952] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:26.946390] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=19.26%)
[2025-12-18T20:24:26.946703] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-18T20:24:26.946833] [INFO ] [sig       ] IEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:27.088495] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IEX.txt
[2025-12-18T20:24:27.088674] [INFO ] [sig       ] [1651/3568] Completed IEX in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-18T20:24:27.088714] [INFO ] [sig       ] [1652/3568] Forecasting IFF...
[2025-12-18T20:24:27.088743] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-18T20:24:27.088774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-18T20:24:27.099414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-18T20:24:27.099738] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-18T20:24:27.100486] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-18T20:24:27.100537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:27.100584] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:27.100614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:27.100670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:27.160082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:27.160980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:27.161073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:27.161107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:27.282882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:27.283032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:27.283072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:27.283100] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:27.286601] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-18T20:24:27.286948] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-18T20:24:27.287083] [INFO ] [sig       ] IFF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:27.429076] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IFF.txt
[2025-12-18T20:24:27.429219] [INFO ] [sig       ] [1652/3568] Completed IFF in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-18T20:24:27.429258] [INFO ] [sig       ] [1653/3568] Forecasting IFN...
[2025-12-18T20:24:27.429287] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-18T20:24:27.429316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-18T20:24:27.440753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-18T20:24:27.441033] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-18T20:24:27.441802] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-18T20:24:27.441857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:27.441887] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:27.441914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:27.441994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:27.498023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:27.498719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:27.498799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:27.498830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:27.613191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:27.613342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:27.613384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:27.613412] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:27.616846] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=56.53%)
[2025-12-18T20:24:27.617117] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-18T20:24:27.617240] [INFO ] [sig       ] IFN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:27.761733] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IFN.txt
[2025-12-18T20:24:27.761883] [INFO ] [sig       ] [1653/3568] Completed IFN in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-18T20:24:27.761923] [INFO ] [sig       ] [1654/3568] Forecasting IFS...
[2025-12-18T20:24:27.761952] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-18T20:24:27.761983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-18T20:24:27.773352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-18T20:24:27.773649] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-18T20:24:27.774393] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-18T20:24:27.774445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:27.774478] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:27.774504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:27.774561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:27.833112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:27.834107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:27.834191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:27.834224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:27.960805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:27.960981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:27.961029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:27.961058] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:27.964451] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-12-18T20:24:27.964767] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-18T20:24:27.964898] [INFO ] [sig       ] IFS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:28.105869] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IFS.txt
[2025-12-18T20:24:28.106020] [INFO ] [sig       ] [1654/3568] Completed IFS in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-18T20:24:28.106060] [INFO ] [sig       ] [1655/3568] Forecasting IGA...
[2025-12-18T20:24:28.106090] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-18T20:24:28.106121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-18T20:24:28.117710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-18T20:24:28.118086] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-18T20:24:28.118882] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-18T20:24:28.118945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:28.119004] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:28.119066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:28.119125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:28.177598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:28.178435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:28.178516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:28.178548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:28.297435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:28.297611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:28.297654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:28.297684] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:28.301123] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-12-18T20:24:28.301422] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-18T20:24:28.301559] [INFO ] [sig       ] IGA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:28.440174] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IGA.txt
[2025-12-18T20:24:28.440331] [INFO ] [sig       ] [1655/3568] Completed IGA in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-18T20:24:28.440371] [INFO ] [sig       ] [1656/3568] Forecasting IGD...
[2025-12-18T20:24:28.440400] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-18T20:24:28.440430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-18T20:24:28.453061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-18T20:24:28.453489] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-18T20:24:28.454281] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-18T20:24:28.454338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:28.454369] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:28.454394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:28.454449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:28.509094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:28.509725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:28.509807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:28.509839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:28.624305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:28.624414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:28.624451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:28.624478] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:28.627541] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-12-18T20:24:28.627831] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-18T20:24:28.627955] [INFO ] [sig       ] IGD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:28.764052] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IGD.txt
[2025-12-18T20:24:28.764205] [INFO ] [sig       ] [1656/3568] Completed IGD in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-18T20:24:28.764243] [INFO ] [sig       ] [1657/3568] Forecasting IGF...
[2025-12-18T20:24:28.764272] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-18T20:24:28.764303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-18T20:24:28.775417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-18T20:24:28.775736] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-18T20:24:28.776477] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-18T20:24:28.776527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:28.776558] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:28.776603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:28.776661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:28.832592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:28.833459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:28.833541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:28.833594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:28.956852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:28.957041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:28.957090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:28.957120] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:28.960796] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-18T20:24:28.961099] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-18T20:24:28.961231] [INFO ] [sig       ] IGF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:29.098742] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IGF.txt
[2025-12-18T20:24:29.098892] [INFO ] [sig       ] [1657/3568] Completed IGF in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-18T20:24:29.098943] [INFO ] [sig       ] [1658/3568] Forecasting IGI...
[2025-12-18T20:24:29.098980] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-18T20:24:29.099039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-18T20:24:29.111417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-18T20:24:29.111805] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-18T20:24:29.112600] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-18T20:24:29.112651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:29.112680] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:29.112706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:29.112760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:29.169154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:29.170074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:29.170173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:29.170207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:29.273427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:29.273566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:29.273624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:29.273652] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:29.277020] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=53.17%)
[2025-12-18T20:24:29.277297] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-18T20:24:29.277416] [INFO ] [sig       ] IGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:29.414511] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IGI.txt
[2025-12-18T20:24:29.414653] [INFO ] [sig       ] [1658/3568] Completed IGI in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-18T20:24:29.414700] [INFO ] [sig       ] [1659/3568] Forecasting IGIB...
[2025-12-18T20:24:29.414730] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-18T20:24:29.414760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-18T20:24:29.426296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-18T20:24:29.426566] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-18T20:24:29.427353] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-18T20:24:29.427404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:29.427435] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:29.427461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:29.427517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:29.483050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:29.483666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:29.483741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:29.483772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:29.607377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:29.607650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:29.607695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:29.607724] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:29.611147] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=42.45%)
[2025-12-18T20:24:29.611419] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-18T20:24:29.611543] [INFO ] [sig       ] IGIB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:29.748910] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IGIB.txt
[2025-12-18T20:24:29.749053] [INFO ] [sig       ] [1659/3568] Completed IGIB in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-18T20:24:29.749094] [INFO ] [sig       ] [1660/3568] Forecasting IGIC...
[2025-12-18T20:24:29.749122] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-18T20:24:29.749153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-18T20:24:29.760816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-18T20:24:29.761092] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-18T20:24:29.761849] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-18T20:24:29.761899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:29.761930] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:29.761957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:29.762012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:29.817351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:29.817966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:29.818041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:29.818072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:29.932961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:29.933085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:29.933123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:29.933150] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:29.936317] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=51.63%)
[2025-12-18T20:24:29.936623] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-18T20:24:29.936744] [INFO ] [sig       ] IGIC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:30.073456] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IGIC.txt
[2025-12-18T20:24:30.073647] [INFO ] [sig       ] [1660/3568] Completed IGIC in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-18T20:24:30.073688] [INFO ] [sig       ] [1661/3568] Forecasting IGSB...
[2025-12-18T20:24:30.073718] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-18T20:24:30.073748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-18T20:24:30.085194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-18T20:24:30.085505] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-18T20:24:30.086267] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-18T20:24:30.086318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:30.086349] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:30.086375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:30.086430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:30.142040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:30.142894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:30.142976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:30.143009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:30.262986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:30.263144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:30.263188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:30.263218] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:30.266682] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-18T20:24:30.266963] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-18T20:24:30.267092] [INFO ] [sig       ] IGSB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:30.405922] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IGSB.txt
[2025-12-18T20:24:30.406060] [INFO ] [sig       ] [1661/3568] Completed IGSB in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-18T20:24:30.406100] [INFO ] [sig       ] [1662/3568] Forecasting IHD...
[2025-12-18T20:24:30.406129] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-18T20:24:30.406159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-18T20:24:30.417006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-18T20:24:30.417316] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-18T20:24:30.418093] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-18T20:24:30.418144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:30.418175] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:30.418201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:30.418256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:30.476556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:30.477416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:30.477516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:30.477565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:30.593636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:30.593787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:30.593845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:30.593874] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:30.597149] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-12-18T20:24:30.597416] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-18T20:24:30.597537] [INFO ] [sig       ] IHD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:30.732964] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IHD.txt
[2025-12-18T20:24:30.733094] [INFO ] [sig       ] [1662/3568] Completed IHD in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-18T20:24:30.733132] [INFO ] [sig       ] [1663/3568] Forecasting IHG...
[2025-12-18T20:24:30.733160] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-18T20:24:30.733190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-18T20:24:30.744930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-18T20:24:30.745219] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-18T20:24:30.745989] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-18T20:24:30.746040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:30.746071] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:30.746097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:30.746152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:30.803852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:30.804836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:30.804931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:30.804964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:30.927479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:30.927645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:30.927690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:30.927718] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:30.931118] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-12-18T20:24:30.931396] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-18T20:24:30.931523] [INFO ] [sig       ] IHG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:31.071408] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IHG.txt
[2025-12-18T20:24:31.071547] [INFO ] [sig       ] [1663/3568] Completed IHG in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-18T20:24:31.071608] [INFO ] [sig       ] [1664/3568] Forecasting IHS...
[2025-12-18T20:24:31.071639] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-18T20:24:31.071669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-18T20:24:31.083118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-18T20:24:31.083431] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-18T20:24:31.084264] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-18T20:24:31.084318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:31.084349] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:31.084378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:31.084435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:31.140238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:31.141100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:31.141196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:31.141229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:31.259843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:31.259991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:31.260035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:31.260063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:31.263350] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-12-18T20:24:31.263634] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-18T20:24:31.263758] [INFO ] [sig       ] IHS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:31.402750] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IHS.txt
[2025-12-18T20:24:31.402902] [INFO ] [sig       ] [1664/3568] Completed IHS in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-18T20:24:31.402950] [INFO ] [sig       ] [1665/3568] Forecasting IIF...
[2025-12-18T20:24:31.402984] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-18T20:24:31.403021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-18T20:24:31.413989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-18T20:24:31.414299] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-18T20:24:31.415076] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-18T20:24:31.415128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:31.415160] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:31.415187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:31.415244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:31.481174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:31.482426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:31.482542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:31.482593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:31.602056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:31.602208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:31.602251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:31.602280] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:31.605862] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-18T20:24:31.606139] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-18T20:24:31.606265] [INFO ] [sig       ] IIF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:31.744984] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IIF.txt
[2025-12-18T20:24:31.745128] [INFO ] [sig       ] [1665/3568] Completed IIF in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-18T20:24:31.745167] [INFO ] [sig       ] [1666/3568] Forecasting III...
[2025-12-18T20:24:31.745196] [INFO ] [sig       ] Generating forecast for: III
[2025-12-18T20:24:31.745226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-18T20:24:31.757050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-18T20:24:31.757442] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-18T20:24:31.758257] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-18T20:24:31.758310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:31.758353] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:31.758380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:31.758436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:31.814594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:31.815620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:31.815716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:31.815747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:31.929441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:31.929609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:31.929652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:31.929679] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:31.932970] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-18T20:24:31.933238] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-18T20:24:31.933359] [INFO ] [sig       ] III: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:32.073249] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/III.txt
[2025-12-18T20:24:32.073389] [INFO ] [sig       ] [1666/3568] Completed III in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-18T20:24:32.073428] [INFO ] [sig       ] [1667/3568] Forecasting IIIN...
[2025-12-18T20:24:32.073457] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-18T20:24:32.073487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-18T20:24:32.085129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-18T20:24:32.085410] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-18T20:24:32.086162] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-18T20:24:32.086213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:32.086244] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:32.086270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:32.086326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:32.141847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:32.142457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:32.142534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:32.142566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:32.265529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:32.265702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:32.265747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:32.265776] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:32.269195] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=78.03%)
[2025-12-18T20:24:32.269472] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-18T20:24:32.269615] [INFO ] [sig       ] IIIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:32.416289] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IIIN.txt
[2025-12-18T20:24:32.416437] [INFO ] [sig       ] [1667/3568] Completed IIIN in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-18T20:24:32.416475] [INFO ] [sig       ] [1668/3568] Forecasting IIM...
[2025-12-18T20:24:32.416505] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-18T20:24:32.416534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-18T20:24:32.428660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-18T20:24:32.429052] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-18T20:24:32.429906] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-18T20:24:32.429958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:32.429992] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:32.430021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:32.430078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:32.487614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:32.488425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:32.488507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:32.488540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:32.601474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:32.601639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:32.601681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:32.601710] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:32.605016] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-18T20:24:32.605292] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-18T20:24:32.605415] [INFO ] [sig       ] IIM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:32.745051] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IIM.txt
[2025-12-18T20:24:32.745249] [INFO ] [sig       ] [1668/3568] Completed IIM in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-18T20:24:32.745291] [INFO ] [sig       ] [1669/3568] Forecasting ILMN...
[2025-12-18T20:24:32.745321] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-18T20:24:32.745350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-18T20:24:32.756833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-18T20:24:32.757135] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-18T20:24:32.757917] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-18T20:24:32.757969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:32.758000] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:32.758027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:32.758084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:32.812863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:32.813636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:32.813715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:32.813747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:32.931692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:32.931847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:32.931889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:32.931917] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:32.935240] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2025-12-18T20:24:32.935516] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-18T20:24:32.935658] [INFO ] [sig       ] ILMN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:33.072711] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ILMN.txt
[2025-12-18T20:24:33.072872] [INFO ] [sig       ] [1669/3568] Completed ILMN in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-18T20:24:33.072912] [INFO ] [sig       ] [1670/3568] Forecasting IMAX...
[2025-12-18T20:24:33.072947] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-18T20:24:33.072978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-18T20:24:33.084429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-18T20:24:33.084827] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-18T20:24:33.085648] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-18T20:24:33.085702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:33.085733] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:33.085760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:33.085815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:33.145594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:33.146474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:33.146567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:33.146624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:33.268400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:33.268559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:33.268622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:33.268653] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:33.272135] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=21.91%)
[2025-12-18T20:24:33.272429] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-18T20:24:33.272564] [INFO ] [sig       ] IMAX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:33.412893] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IMAX.txt
[2025-12-18T20:24:33.413050] [INFO ] [sig       ] [1670/3568] Completed IMAX in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-18T20:24:33.413089] [INFO ] [sig       ] [1671/3568] Forecasting IMKTA...
[2025-12-18T20:24:33.413119] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-18T20:24:33.413148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-18T20:24:33.425008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-18T20:24:33.425393] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-18T20:24:33.426186] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-18T20:24:33.426239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:33.426273] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:33.426301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:33.426358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:33.486585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:33.487680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:33.487770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:33.487803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:33.608028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:33.608184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:33.608228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:33.608258] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:33.611826] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2025-12-18T20:24:33.612154] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-18T20:24:33.612292] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:33.751707] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IMKTA.txt
[2025-12-18T20:24:33.751874] [INFO ] [sig       ] [1671/3568] Completed IMKTA in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-18T20:24:33.751916] [INFO ] [sig       ] [1672/3568] Forecasting IMMP...
[2025-12-18T20:24:33.751946] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-18T20:24:33.751977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-18T20:24:33.763612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-18T20:24:33.763910] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-18T20:24:33.764680] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-18T20:24:33.764731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:33.764787] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:33.764815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:33.764873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:33.822456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:33.823360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:33.823450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:33.823483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:33.940806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:33.941035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:33.941082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:33.941111] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:33.944999] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-12-18T20:24:33.945306] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-18T20:24:33.945445] [INFO ] [sig       ] IMMP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:34.091301] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IMMP.txt
[2025-12-18T20:24:34.091515] [INFO ] [sig       ] [1672/3568] Completed IMMP in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-18T20:24:34.091585] [INFO ] [sig       ] [1673/3568] Forecasting IMMX...
[2025-12-18T20:24:34.091624] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-18T20:24:34.091656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-18T20:24:34.103151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-18T20:24:34.103443] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-18T20:24:34.104225] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-18T20:24:34.104275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:34.104307] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:34.104333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:34.104390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:34.166275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:34.167310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:34.167409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:34.167444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:34.297974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:34.298135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:34.298178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:34.298221] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:34.301544] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-18T20:24:34.301848] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-18T20:24:34.301972] [INFO ] [sig       ] IMMX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:34.442478] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IMMX.txt
[2025-12-18T20:24:34.442645] [INFO ] [sig       ] [1673/3568] Completed IMMX in 0.4s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-18T20:24:34.442686] [INFO ] [sig       ] [1674/3568] Forecasting IMNM...
[2025-12-18T20:24:34.442715] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-18T20:24:34.442746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-18T20:24:34.454880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-18T20:24:34.455281] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-18T20:24:34.456424] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-18T20:24:34.456489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:34.456541] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:34.456619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:34.456718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:34.515468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:34.516373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:34.516462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:34.516495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:34.639509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:34.639688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:34.639732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:34.639762] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:34.643146] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-18T20:24:34.643435] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-18T20:24:34.643565] [INFO ] [sig       ] IMNM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:34.786462] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IMNM.txt
[2025-12-18T20:24:34.786622] [INFO ] [sig       ] [1674/3568] Completed IMNM in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:34.786663] [INFO ] [sig       ] [1675/3568] Forecasting IMNN...
[2025-12-18T20:24:34.786692] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-18T20:24:34.786724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-18T20:24:34.798132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-18T20:24:34.798426] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-18T20:24:34.799218] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-18T20:24:34.799269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:34.799300] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:34.799327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:34.799384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:34.860279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:34.861206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:34.861298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:34.861349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:34.981507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:34.981684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:34.981728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:34.981791] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:34.985175] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=58.58%)
[2025-12-18T20:24:34.985446] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-18T20:24:34.985567] [INFO ] [sig       ] IMNN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:35.122045] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IMNN.txt
[2025-12-18T20:24:35.122178] [INFO ] [sig       ] [1675/3568] Completed IMNN in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:35.122216] [INFO ] [sig       ] [1676/3568] Forecasting IMOS...
[2025-12-18T20:24:35.122245] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-18T20:24:35.122275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-18T20:24:35.134151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-18T20:24:35.134441] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-18T20:24:35.135207] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-18T20:24:35.135257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:35.135288] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:35.135314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:35.135369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:35.191740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:35.192399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:35.192476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:35.192507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:35.308067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:35.308221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:35.308262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:35.308291] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:35.311559] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=48.52%)
[2025-12-18T20:24:35.311877] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-18T20:24:35.311999] [INFO ] [sig       ] IMOS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:35.449093] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IMOS.txt
[2025-12-18T20:24:35.449221] [INFO ] [sig       ] [1676/3568] Completed IMOS in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:35.449260] [INFO ] [sig       ] [1677/3568] Forecasting IMPP...
[2025-12-18T20:24:35.449289] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-18T20:24:35.449319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-18T20:24:35.460448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-18T20:24:35.460747] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-18T20:24:35.461516] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-18T20:24:35.461566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:35.461619] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:35.461656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:35.461714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:35.517125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:35.517763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:35.517836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:35.517867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:35.637481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:35.637675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:35.637718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:35.637747] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:35.641171] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-12-18T20:24:35.641436] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-18T20:24:35.641554] [INFO ] [sig       ] IMPP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:35.778429] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IMPP.txt
[2025-12-18T20:24:35.778563] [INFO ] [sig       ] [1677/3568] Completed IMPP in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:35.778620] [INFO ] [sig       ] [1678/3568] Forecasting IMRX...
[2025-12-18T20:24:35.778649] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-18T20:24:35.778679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-18T20:24:35.790078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-18T20:24:35.790357] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-18T20:24:35.791113] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-18T20:24:35.791163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:35.791193] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:35.791220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:35.791275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:35.847120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:35.847783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:35.847859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:35.847891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:35.964946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:35.965096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:35.965138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:35.965166] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:35.968500] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-18T20:24:35.968787] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-18T20:24:35.968911] [INFO ] [sig       ] IMRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:36.107411] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IMRX.txt
[2025-12-18T20:24:36.107542] [INFO ] [sig       ] [1678/3568] Completed IMRX in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:36.107597] [INFO ] [sig       ] [1679/3568] Forecasting IMTX...
[2025-12-18T20:24:36.107628] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-18T20:24:36.107657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-18T20:24:36.118868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-18T20:24:36.119209] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-18T20:24:36.119987] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-18T20:24:36.120038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:36.120073] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:36.120101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:36.120156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:36.177936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:36.178751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:36.178827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:36.178859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:36.304130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:36.304303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:36.304346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:36.304377] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:36.307697] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-18T20:24:36.307973] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-18T20:24:36.308096] [INFO ] [sig       ] IMTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:36.457763] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IMTX.txt
[2025-12-18T20:24:36.457917] [INFO ] [sig       ] [1679/3568] Completed IMTX in 0.4s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:36.457956] [INFO ] [sig       ] [1680/3568] Forecasting IMXI...
[2025-12-18T20:24:36.457985] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-18T20:24:36.458014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-18T20:24:36.470063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-18T20:24:36.470397] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-18T20:24:36.471164] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-18T20:24:36.471215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:36.471246] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:36.471272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:36.471329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:36.526085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:36.526708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:36.526783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:36.526814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:36.643366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:36.643506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:36.643546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:36.643592] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:36.646825] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-18T20:24:36.647091] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-18T20:24:36.647211] [INFO ] [sig       ] IMXI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:36.782477] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IMXI.txt
[2025-12-18T20:24:36.782622] [INFO ] [sig       ] [1680/3568] Completed IMXI in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:36.782662] [INFO ] [sig       ] [1681/3568] Forecasting INAB...
[2025-12-18T20:24:36.782691] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-18T20:24:36.782728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-18T20:24:36.793645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-18T20:24:36.793946] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-18T20:24:36.794709] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-18T20:24:36.794760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:36.794791] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:36.794818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:36.794873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:36.849995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:36.850612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:36.850687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:36.850719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:36.965813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:36.965974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:36.966016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:36.966045] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:36.969365] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=87.66%)
[2025-12-18T20:24:36.969655] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-18T20:24:36.969777] [INFO ] [sig       ] INAB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:37.105566] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INAB.txt
[2025-12-18T20:24:37.105713] [INFO ] [sig       ] [1681/3568] Completed INAB in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:37.105751] [INFO ] [sig       ] [1682/3568] Forecasting INBK...
[2025-12-18T20:24:37.105781] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-18T20:24:37.105810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-18T20:24:37.118303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-18T20:24:37.118708] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-18T20:24:37.119522] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-18T20:24:37.119597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:37.119631] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:37.119658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:37.119714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:37.175518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:37.176389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:37.176499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:37.176532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:37.296054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:37.296200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:37.296241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:37.296269] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:37.299556] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-18T20:24:37.299842] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-18T20:24:37.299965] [INFO ] [sig       ] INBK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:37.435296] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INBK.txt
[2025-12-18T20:24:37.435457] [INFO ] [sig       ] [1682/3568] Completed INBK in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:37.435496] [INFO ] [sig       ] [1683/3568] Forecasting INBX...
[2025-12-18T20:24:37.435525] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-18T20:24:37.435556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-18T20:24:37.447011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-18T20:24:37.447318] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-18T20:24:37.448077] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-18T20:24:37.448135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:37.448166] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:37.448192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:37.448247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:37.503757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:37.504465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:37.504545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:37.504595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:37.622477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:37.622648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:37.622690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:37.622718] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:37.626001] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-12-18T20:24:37.626271] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-18T20:24:37.626395] [INFO ] [sig       ] INBX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:37.761817] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INBX.txt
[2025-12-18T20:24:37.761967] [INFO ] [sig       ] [1683/3568] Completed INBX in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-18T20:24:37.762006] [INFO ] [sig       ] [1684/3568] Forecasting INCY...
[2025-12-18T20:24:37.762035] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-18T20:24:37.762067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-18T20:24:37.773478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-18T20:24:37.773802] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-18T20:24:37.774545] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-18T20:24:37.774617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:37.774649] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:37.774675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:37.774731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:37.829375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:37.830100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:37.830179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:37.830211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:37.946839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:37.946991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:37.947031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:37.947076] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:37.950347] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-12-18T20:24:37.950636] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-18T20:24:37.950760] [INFO ] [sig       ] INCY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:38.085863] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INCY.txt
[2025-12-18T20:24:38.086003] [INFO ] [sig       ] [1684/3568] Completed INCY in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-18T20:24:38.086043] [INFO ] [sig       ] [1685/3568] Forecasting INDB...
[2025-12-18T20:24:38.086072] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-18T20:24:38.086104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-18T20:24:38.097314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-18T20:24:38.097656] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-18T20:24:38.098408] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-18T20:24:38.098459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:38.098490] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:38.098516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:38.098592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:38.164455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:38.165638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:38.165731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:38.165765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:38.311654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:38.311837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:38.311897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:38.311942] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:38.316731] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-18T20:24:38.317076] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-18T20:24:38.317236] [INFO ] [sig       ] INDB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:38.500172] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INDB.txt
[2025-12-18T20:24:38.500341] [INFO ] [sig       ] [1685/3568] Completed INDB in 0.4s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-18T20:24:38.500381] [INFO ] [sig       ] [1686/3568] Forecasting INDI...
[2025-12-18T20:24:38.500409] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-18T20:24:38.500438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-18T20:24:38.512300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-18T20:24:38.512605] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-18T20:24:38.513347] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-18T20:24:38.513397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:38.513428] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:38.513455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:38.513510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:38.583017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:38.583893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:38.583978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:38.584011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:38.720721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:38.720874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:38.720919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:38.720948] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:38.724465] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-18T20:24:38.724769] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-18T20:24:38.724901] [INFO ] [sig       ] INDI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:38.867761] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INDI.txt
[2025-12-18T20:24:38.867919] [INFO ] [sig       ] [1686/3568] Completed INDI in 0.4s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-18T20:24:38.867960] [INFO ] [sig       ] [1687/3568] Forecasting INDP...
[2025-12-18T20:24:38.867990] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-18T20:24:38.868021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-18T20:24:38.880026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-18T20:24:38.880308] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-18T20:24:38.881119] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-18T20:24:38.881173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:38.881205] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:38.881233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:38.881290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:38.941037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:38.941886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:38.941969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:38.942003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:39.052899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:39.053059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:39.053104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:39.053132] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:39.056556] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=91.47%)
[2025-12-18T20:24:39.056882] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-18T20:24:39.057014] [INFO ] [sig       ] INDP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:39.199421] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INDP.txt
[2025-12-18T20:24:39.199589] [INFO ] [sig       ] [1687/3568] Completed INDP in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-18T20:24:39.199629] [INFO ] [sig       ] [1688/3568] Forecasting INDY...
[2025-12-18T20:24:39.199659] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-18T20:24:39.199689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-18T20:24:39.211294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-18T20:24:39.211679] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-18T20:24:39.212504] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-18T20:24:39.212562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:39.212629] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:39.212661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:39.212732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:39.271842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:39.272733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:39.272817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:39.272851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:39.396741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:39.396904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:39.396946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:39.396978] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:39.400390] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-18T20:24:39.400693] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-18T20:24:39.400820] [INFO ] [sig       ] INDY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:39.544047] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INDY.txt
[2025-12-18T20:24:39.544199] [INFO ] [sig       ] [1688/3568] Completed INDY in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-18T20:24:39.544238] [INFO ] [sig       ] [1689/3568] Forecasting INFY...
[2025-12-18T20:24:39.544267] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-18T20:24:39.544298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-18T20:24:39.555807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-18T20:24:39.556162] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-18T20:24:39.556935] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-18T20:24:39.556987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:39.557043] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:39.557072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:39.557128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:39.613079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:39.613931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:39.614012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:39.614044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:39.729436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:39.729612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:39.729654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:39.729682] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:39.732952] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-12-18T20:24:39.733230] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-18T20:24:39.733353] [INFO ] [sig       ] INFY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:39.872587] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INFY.txt
[2025-12-18T20:24:39.872742] [INFO ] [sig       ] [1689/3568] Completed INFY in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-18T20:24:39.872781] [INFO ] [sig       ] [1690/3568] Forecasting ING...
[2025-12-18T20:24:39.872810] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-18T20:24:39.872842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-18T20:24:39.884462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-18T20:24:39.884840] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-18T20:24:39.885607] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-18T20:24:39.885671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:39.885703] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:39.885730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:39.885790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:39.941688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:39.942526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:39.942631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:39.942665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:40.062418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:40.062600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:40.062643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:40.062672] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:40.065980] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=50.97%)
[2025-12-18T20:24:40.066258] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-18T20:24:40.066387] [INFO ] [sig       ] ING: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:40.208945] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ING.txt
[2025-12-18T20:24:40.209152] [INFO ] [sig       ] [1690/3568] Completed ING in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-18T20:24:40.209205] [INFO ] [sig       ] [1691/3568] Forecasting INGN...
[2025-12-18T20:24:40.209250] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-18T20:24:40.209295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-18T20:24:40.221289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-18T20:24:40.221652] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-18T20:24:40.222450] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-18T20:24:40.222502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:40.222535] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:40.222563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:40.222645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:40.285529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:40.286452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:40.286540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:40.286590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:40.412747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:40.412928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:40.412974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:40.413004] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:40.416471] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-18T20:24:40.416769] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-18T20:24:40.416896] [INFO ] [sig       ] INGN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:40.562366] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INGN.txt
[2025-12-18T20:24:40.562517] [INFO ] [sig       ] [1691/3568] Completed INGN in 0.4s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-18T20:24:40.562556] [INFO ] [sig       ] [1692/3568] Forecasting INM...
[2025-12-18T20:24:40.562603] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-18T20:24:40.562636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-18T20:24:40.574055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-18T20:24:40.574414] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-18T20:24:40.575270] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-18T20:24:40.575324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:40.575355] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:40.575381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:40.575438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:40.634624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:40.635371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:40.635454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:40.635487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:40.759544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:40.759714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:40.759757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:40.759820] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:40.763297] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-18T20:24:40.763602] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-18T20:24:40.763746] [INFO ] [sig       ] INM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:40.907945] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INM.txt
[2025-12-18T20:24:40.908084] [INFO ] [sig       ] [1692/3568] Completed INM in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-18T20:24:40.908125] [INFO ] [sig       ] [1693/3568] Forecasting INMB...
[2025-12-18T20:24:40.908155] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-18T20:24:40.908186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-18T20:24:40.920153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-18T20:24:40.920510] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-18T20:24:40.921328] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-18T20:24:40.921382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:40.921414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:40.921440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:40.921497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:40.980516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:40.981352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:40.981434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:40.981467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:41.107607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:41.107788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:41.107846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:41.107890] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:41.112190] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-12-18T20:24:41.112518] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-18T20:24:41.112675] [INFO ] [sig       ] INMB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:41.263072] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INMB.txt
[2025-12-18T20:24:41.263261] [INFO ] [sig       ] [1693/3568] Completed INMB in 0.4s | 2.94 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-18T20:24:41.263315] [INFO ] [sig       ] [1694/3568] Forecasting INMD...
[2025-12-18T20:24:41.263354] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-18T20:24:41.263385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-18T20:24:41.278225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-18T20:24:41.278680] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-18T20:24:41.279685] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-18T20:24:41.279747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:41.279786] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:41.279821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:41.279902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:41.364116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:41.365092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:41.365187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:41.365221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:41.493390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:41.493545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:41.493607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:41.493640] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:41.497064] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-12-18T20:24:41.497413] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-18T20:24:41.497550] [INFO ] [sig       ] INMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:41.644283] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INMD.txt
[2025-12-18T20:24:41.644420] [INFO ] [sig       ] [1694/3568] Completed INMD in 0.4s | 2.94 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-18T20:24:41.644458] [INFO ] [sig       ] [1695/3568] Forecasting INN...
[2025-12-18T20:24:41.644486] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-18T20:24:41.644515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-18T20:24:41.656116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-18T20:24:41.656434] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-18T20:24:41.657226] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-18T20:24:41.657280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:41.657323] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:41.657359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:41.657437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:41.713734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:41.714719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:41.714807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:41.714839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:41.841068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:41.841238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:41.841285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:41.841313] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:41.845238] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-18T20:24:41.845652] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-18T20:24:41.845816] [INFO ] [sig       ] INN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:41.989774] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INN.txt
[2025-12-18T20:24:41.989925] [INFO ] [sig       ] [1695/3568] Completed INN in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-18T20:24:41.989964] [INFO ] [sig       ] [1696/3568] Forecasting INO...
[2025-12-18T20:24:41.989994] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-18T20:24:41.990025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-18T20:24:42.001719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-18T20:24:42.002041] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-18T20:24:42.002923] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-18T20:24:42.002978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:42.003020] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:42.003052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:42.003126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:42.060116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:42.061093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:42.061178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:42.061211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:42.177045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:42.177209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:42.177252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:42.177280] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:42.180673] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-12-18T20:24:42.180960] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-18T20:24:42.181085] [INFO ] [sig       ] INO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:42.316976] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INO.txt
[2025-12-18T20:24:42.317129] [INFO ] [sig       ] [1696/3568] Completed INO in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-18T20:24:42.317168] [INFO ] [sig       ] [1697/3568] Forecasting INOD...
[2025-12-18T20:24:42.317197] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-18T20:24:42.317227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-18T20:24:42.328609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-18T20:24:42.328916] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-18T20:24:42.329726] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-18T20:24:42.329777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:42.329808] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:42.329834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:42.329889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:42.384761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:42.385534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:42.385635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:42.385668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:42.515206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:42.515381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:42.515425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:42.515454] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:42.518886] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2025-12-18T20:24:42.519195] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-18T20:24:42.519344] [INFO ] [sig       ] INOD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:42.655075] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INOD.txt
[2025-12-18T20:24:42.655212] [INFO ] [sig       ] [1697/3568] Completed INOD in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-18T20:24:42.655252] [INFO ] [sig       ] [1698/3568] Forecasting INSE...
[2025-12-18T20:24:42.655281] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-18T20:24:42.655311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-18T20:24:42.666538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-18T20:24:42.666858] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-18T20:24:42.667634] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-18T20:24:42.667686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:42.667719] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:42.667746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:42.667803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:42.722766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:42.723472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:42.723554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:42.723604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:42.843990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:42.844145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:42.844188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:42.844216] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:42.847495] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-12-18T20:24:42.847780] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-18T20:24:42.847902] [INFO ] [sig       ] INSE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:42.984376] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INSE.txt
[2025-12-18T20:24:42.984519] [INFO ] [sig       ] [1698/3568] Completed INSE in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-18T20:24:42.984558] [INFO ] [sig       ] [1699/3568] Forecasting INSG...
[2025-12-18T20:24:42.984606] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-18T20:24:42.984638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-18T20:24:42.995669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-18T20:24:42.995979] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-18T20:24:42.996736] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-18T20:24:42.996787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:42.996818] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:42.996846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:42.996902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:43.051832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:43.052590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:43.052701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:43.052734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:43.171860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:43.172011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:43.172053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:43.172082] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:43.175347] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-18T20:24:43.175632] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-18T20:24:43.175753] [INFO ] [sig       ] INSG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:43.311255] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INSG.txt
[2025-12-18T20:24:43.311392] [INFO ] [sig       ] [1699/3568] Completed INSG in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-18T20:24:43.311430] [INFO ] [sig       ] [1700/3568] Forecasting INSM...
[2025-12-18T20:24:43.311459] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-18T20:24:43.311489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-18T20:24:43.323234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-18T20:24:43.323542] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-18T20:24:43.324293] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-18T20:24:43.324344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:43.324375] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:43.324402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:43.324458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:43.379867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:43.380529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:43.380623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:43.380656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:43.494202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:43.494354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:43.494394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:43.494423] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:43.497710] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-12-18T20:24:43.497980] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-18T20:24:43.498100] [INFO ] [sig       ] INSM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:43.640162] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INSM.txt
[2025-12-18T20:24:43.640307] [INFO ] [sig       ] [1700/3568] Completed INSM in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-18T20:24:43.640345] [INFO ] [sig       ] [1701/3568] Forecasting INSP...
[2025-12-18T20:24:43.640374] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-18T20:24:43.640405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-18T20:24:43.652008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-18T20:24:43.652296] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-18T20:24:43.653056] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-18T20:24:43.653118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:43.653150] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:43.653176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:43.653231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:43.708817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:43.709636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:43.709718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:43.709750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:43.828102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:43.828258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:43.828299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:43.828328] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:43.831652] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-12-18T20:24:43.831940] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-18T20:24:43.832060] [INFO ] [sig       ] INSP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:43.968700] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INSP.txt
[2025-12-18T20:24:43.968835] [INFO ] [sig       ] [1701/3568] Completed INSP in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-18T20:24:43.968872] [INFO ] [sig       ] [1702/3568] Forecasting INTA...
[2025-12-18T20:24:43.968902] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-18T20:24:43.968931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-18T20:24:43.980456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-18T20:24:43.980792] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-18T20:24:43.981534] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-18T20:24:43.981606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:43.981641] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:43.981668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:43.981728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:44.037103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:44.037898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:44.037977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:44.038009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:44.160233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:44.160387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:44.160430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:44.160459] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:44.163736] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-18T20:24:44.164001] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-18T20:24:44.164121] [INFO ] [sig       ] INTA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:44.356717] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INTA.txt
[2025-12-18T20:24:44.356874] [INFO ] [sig       ] [1702/3568] Completed INTA in 0.4s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-18T20:24:44.356914] [INFO ] [sig       ] [1703/3568] Forecasting INTC...
[2025-12-18T20:24:44.356942] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-18T20:24:44.356972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-18T20:24:44.368120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-18T20:24:44.368424] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-18T20:24:44.369214] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-18T20:24:44.369270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:44.369302] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:44.369329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:44.369388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:44.424342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:44.424990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:44.425068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:44.425099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:44.544342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:44.544484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:44.544524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:44.544553] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:44.547827] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-18T20:24:44.548096] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-18T20:24:44.548217] [INFO ] [sig       ] INTC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:44.685806] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INTC.txt
[2025-12-18T20:24:44.685955] [INFO ] [sig       ] [1703/3568] Completed INTC in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-18T20:24:44.685995] [INFO ] [sig       ] [1704/3568] Forecasting INTZ...
[2025-12-18T20:24:44.686024] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-18T20:24:44.686055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-18T20:24:44.697398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-18T20:24:44.697764] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-18T20:24:44.698526] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-18T20:24:44.698598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:44.698632] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:44.698660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:44.698715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:44.754470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:44.755275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:44.755354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:44.755386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:44.877758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:44.877898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:44.877937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:44.877967] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:44.881221] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-18T20:24:44.881492] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-18T20:24:44.881629] [INFO ] [sig       ] INTZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:45.018447] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INTZ.txt
[2025-12-18T20:24:45.018555] [INFO ] [sig       ] [1704/3568] Completed INTZ in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-18T20:24:45.018614] [INFO ] [sig       ] [1705/3568] Forecasting INVA...
[2025-12-18T20:24:45.018645] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-18T20:24:45.018675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-18T20:24:45.030098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-18T20:24:45.030371] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-18T20:24:45.031131] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-18T20:24:45.031181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:45.031214] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:45.031240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:45.031300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:45.087114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:45.087720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:45.087796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:45.087827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:45.203403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:45.203505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:45.203541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:45.203585] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:45.206640] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=36.53%)
[2025-12-18T20:24:45.206900] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-18T20:24:45.207021] [INFO ] [sig       ] INVA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:45.344223] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INVA.txt
[2025-12-18T20:24:45.344333] [INFO ] [sig       ] [1705/3568] Completed INVA in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-18T20:24:45.344370] [INFO ] [sig       ] [1706/3568] Forecasting INVE...
[2025-12-18T20:24:45.344399] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-18T20:24:45.344429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-18T20:24:45.355870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-18T20:24:45.356123] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-18T20:24:45.356863] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-18T20:24:45.356913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:45.356991] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:45.357020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:45.357076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:45.413258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:45.413866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:45.413943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:45.413974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:45.527295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:45.527399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:45.527436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:45.527464] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:45.530559] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-18T20:24:45.530852] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-18T20:24:45.530970] [INFO ] [sig       ] INVE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:45.666996] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INVE.txt
[2025-12-18T20:24:45.667101] [INFO ] [sig       ] [1706/3568] Completed INVE in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-18T20:24:45.667137] [INFO ] [sig       ] [1707/3568] Forecasting INVH...
[2025-12-18T20:24:45.667166] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-18T20:24:45.667196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-18T20:24:45.678154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-18T20:24:45.678429] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-18T20:24:45.679226] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-18T20:24:45.679279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:45.679313] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:45.679339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:45.679395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:45.735358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:45.736237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:45.736322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:45.736354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:45.852715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:45.852863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:45.852905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:45.852934] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:45.856164] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=85.98%)
[2025-12-18T20:24:45.856433] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-18T20:24:45.856554] [INFO ] [sig       ] INVH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:45.996796] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/INVH.txt
[2025-12-18T20:24:45.996907] [INFO ] [sig       ] [1707/3568] Completed INVH in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-18T20:24:45.996944] [INFO ] [sig       ] [1708/3568] Forecasting INVZ...
[2025-12-18T20:24:45.996972] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-18T20:24:45.997002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-18T20:24:46.008069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-18T20:24:46.008331] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-18T20:24:46.009099] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-18T20:24:46.009150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:46.009182] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:46.009208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:46.009269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:46.064790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:46.065372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:46.065447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:46.065479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:46.178721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:46.178817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:46.178866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:46.178895] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:46.181947] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-18T20:24:46.182204] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-18T20:24:46.182328] [INFO ] [sig       ] INVZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:46.318954] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/INVZ.txt
[2025-12-18T20:24:46.319072] [INFO ] [sig       ] [1708/3568] Completed INVZ in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-18T20:24:46.319111] [INFO ] [sig       ] [1709/3568] Forecasting IONS...
[2025-12-18T20:24:46.319139] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-18T20:24:46.319170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-18T20:24:46.330236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-18T20:24:46.330511] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-18T20:24:46.331266] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-18T20:24:46.331320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:46.331352] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:46.331378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:46.331433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:46.387591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:46.388160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:46.388235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:46.388266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:46.507811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:46.507912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:46.507950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:46.508007] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:46.511126] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-18T20:24:46.511388] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-18T20:24:46.511508] [INFO ] [sig       ] IONS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:46.648190] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IONS.txt
[2025-12-18T20:24:46.648311] [INFO ] [sig       ] [1709/3568] Completed IONS in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:46.648349] [INFO ] [sig       ] [1710/3568] Forecasting IOSP...
[2025-12-18T20:24:46.648378] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-18T20:24:46.648407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-18T20:24:46.659647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-18T20:24:46.659924] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-18T20:24:46.660682] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-18T20:24:46.660733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:46.660764] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:46.660790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:46.660845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:46.716095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:46.716694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:46.716769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:46.716801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:46.831997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:46.832151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:46.832193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:46.832221] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:46.835532] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-18T20:24:46.835821] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-18T20:24:46.835946] [INFO ] [sig       ] IOSP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:46.974028] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IOSP.txt
[2025-12-18T20:24:46.974152] [INFO ] [sig       ] [1710/3568] Completed IOSP in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:46.974190] [INFO ] [sig       ] [1711/3568] Forecasting IOVA...
[2025-12-18T20:24:46.974219] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-18T20:24:46.974248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-18T20:24:46.985557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-18T20:24:46.985851] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-18T20:24:46.986600] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-18T20:24:46.986651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:46.986683] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:46.986709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:46.986765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:47.042676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:47.043288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:47.043366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:47.043398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:47.162407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:47.162539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:47.162598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:47.162629] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:47.165799] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-12-18T20:24:47.166061] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-18T20:24:47.166191] [INFO ] [sig       ] IOVA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:47.303397] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IOVA.txt
[2025-12-18T20:24:47.303510] [INFO ] [sig       ] [1711/3568] Completed IOVA in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:47.303547] [INFO ] [sig       ] [1712/3568] Forecasting IPGP...
[2025-12-18T20:24:47.303592] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-18T20:24:47.303625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-18T20:24:47.314600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-18T20:24:47.314874] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-18T20:24:47.315630] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-18T20:24:47.315680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:47.315721] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:47.315749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:47.315804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:47.371779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:47.372379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:47.372455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:47.372487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:47.488785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:47.488909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:47.488947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:47.488975] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:47.492165] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=59.85%)
[2025-12-18T20:24:47.492466] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-18T20:24:47.492603] [INFO ] [sig       ] IPGP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:47.629498] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IPGP.txt
[2025-12-18T20:24:47.629634] [INFO ] [sig       ] [1712/3568] Completed IPGP in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:47.629673] [INFO ] [sig       ] [1713/3568] Forecasting IPI...
[2025-12-18T20:24:47.629701] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-18T20:24:47.629730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-18T20:24:47.640517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-18T20:24:47.640810] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-18T20:24:47.641545] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-18T20:24:47.641613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:47.641649] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:47.641675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:47.641731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:47.697954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:47.698543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:47.698635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:47.698667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:47.816728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:47.816840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:47.816877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:47.816904] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:47.820056] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-18T20:24:47.820317] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-18T20:24:47.820439] [INFO ] [sig       ] IPI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:47.957948] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IPI.txt
[2025-12-18T20:24:47.958100] [INFO ] [sig       ] [1713/3568] Completed IPI in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:47.958139] [INFO ] [sig       ] [1714/3568] Forecasting IQ...
[2025-12-18T20:24:47.958170] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-18T20:24:47.958207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-18T20:24:47.972330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-18T20:24:47.972732] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-18T20:24:47.973503] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-18T20:24:47.973555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:47.973610] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:47.973638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:47.973695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:48.029372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:48.030224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:48.030305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:48.030337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:48.150488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:48.150641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:48.150683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:48.150712] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:48.153905] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-18T20:24:48.154170] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-18T20:24:48.154293] [INFO ] [sig       ] IQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:48.291217] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IQ.txt
[2025-12-18T20:24:48.291336] [INFO ] [sig       ] [1714/3568] Completed IQ in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:48.291375] [INFO ] [sig       ] [1715/3568] Forecasting IQI...
[2025-12-18T20:24:48.291406] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-18T20:24:48.291436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-18T20:24:48.302369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-18T20:24:48.302658] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-18T20:24:48.303421] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-18T20:24:48.303472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:48.303504] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:48.303532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:48.303615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:48.359750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:48.360349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:48.360424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:48.360456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:48.473667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:48.473792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:48.473831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:48.473860] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:48.477025] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-18T20:24:48.477291] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-18T20:24:48.477416] [INFO ] [sig       ] IQI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:48.614682] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IQI.txt
[2025-12-18T20:24:48.614855] [INFO ] [sig       ] [1715/3568] Completed IQI in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:48.614897] [INFO ] [sig       ] [1716/3568] Forecasting IQQQ...
[2025-12-18T20:24:48.614947] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-18T20:24:48.614979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-18T20:24:48.627042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-18T20:24:48.627324] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-18T20:24:48.628185] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-18T20:24:48.628240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:48.628271] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:48.628298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:48.628355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:48.685715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:48.686653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:48.686741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:48.686812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:48.802474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:48.802650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:48.802693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:48.802721] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:48.806041] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=80.04%)
[2025-12-18T20:24:48.806313] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-18T20:24:48.806437] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:48.942948] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IQQQ.txt
[2025-12-18T20:24:48.943077] [INFO ] [sig       ] [1716/3568] Completed IQQQ in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:48.943115] [INFO ] [sig       ] [1717/3568] Forecasting IRDM...
[2025-12-18T20:24:48.943144] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-18T20:24:48.943174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-18T20:24:48.954469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-18T20:24:48.954782] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-18T20:24:48.955555] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-18T20:24:48.955627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:48.955659] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:48.955685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:48.955742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:49.011543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:49.012226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:49.012304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:49.012338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:49.129526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:49.129702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:49.129745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:49.129773] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:49.133097] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-12-18T20:24:49.133390] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-18T20:24:49.133516] [INFO ] [sig       ] IRDM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:49.270365] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IRDM.txt
[2025-12-18T20:24:49.270515] [INFO ] [sig       ] [1717/3568] Completed IRDM in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:49.270554] [INFO ] [sig       ] [1718/3568] Forecasting IREN...
[2025-12-18T20:24:49.270604] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-18T20:24:49.270636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-18T20:24:49.282466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-18T20:24:49.282826] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-18T20:24:49.283607] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-18T20:24:49.283659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:49.283689] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:49.283714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:49.283770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:49.339463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:49.340098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:49.340174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:49.340207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:49.466521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:49.466688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:49.466730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:49.466758] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:49.470104] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2025-12-18T20:24:49.470381] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-18T20:24:49.470505] [INFO ] [sig       ] IREN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:49.606829] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IREN.txt
[2025-12-18T20:24:49.606959] [INFO ] [sig       ] [1718/3568] Completed IREN in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-18T20:24:49.606997] [INFO ] [sig       ] [1719/3568] Forecasting IRM...
[2025-12-18T20:24:49.607027] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-18T20:24:49.607058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-18T20:24:49.618249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-18T20:24:49.618537] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-18T20:24:49.619374] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-18T20:24:49.619426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:49.619457] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:49.619483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:49.619538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:49.674951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:49.675617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:49.675693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:49.675724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:49.795263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:49.795414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:49.795457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:49.795503] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:49.798800] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-18T20:24:49.799105] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-18T20:24:49.799239] [INFO ] [sig       ] IRM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:49.935128] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IRM.txt
[2025-12-18T20:24:49.935292] [INFO ] [sig       ] [1719/3568] Completed IRM in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-18T20:24:49.935332] [INFO ] [sig       ] [1720/3568] Forecasting IRMD...
[2025-12-18T20:24:49.935361] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-18T20:24:49.935391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-18T20:24:49.946935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-18T20:24:49.947243] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-18T20:24:49.948023] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-18T20:24:49.948074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:49.948107] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:49.948134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:49.948190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:50.006038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:50.006744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:50.006823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:50.006857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:50.130119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:50.130300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:50.130368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:50.130420] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:50.135233] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=81.65%)
[2025-12-18T20:24:50.135624] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-18T20:24:50.135791] [INFO ] [sig       ] IRMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:50.278769] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IRMD.txt
[2025-12-18T20:24:50.278897] [INFO ] [sig       ] [1720/3568] Completed IRMD in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-18T20:24:50.278936] [INFO ] [sig       ] [1721/3568] Forecasting IRON...
[2025-12-18T20:24:50.278965] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-18T20:24:50.278994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-18T20:24:50.289809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-18T20:24:50.290091] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-18T20:24:50.290873] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-18T20:24:50.290924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:50.290954] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:50.290980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:50.291040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:50.347047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:50.347656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:50.347732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:50.347775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:50.468064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:50.468187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:50.468225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:50.468253] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:50.471438] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-12-18T20:24:50.471724] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-18T20:24:50.471845] [INFO ] [sig       ] IRON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:50.610080] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IRON.txt
[2025-12-18T20:24:50.610201] [INFO ] [sig       ] [1721/3568] Completed IRON in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-18T20:24:50.610238] [INFO ] [sig       ] [1722/3568] Forecasting IRTC...
[2025-12-18T20:24:50.610267] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-18T20:24:50.610297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-18T20:24:50.621088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-18T20:24:50.621364] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-18T20:24:50.622132] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-18T20:24:50.622183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:50.622215] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:50.622241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:50.622301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:50.678358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:50.678954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:50.679040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:50.679073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:50.800032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:50.800181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:50.800222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:50.800251] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:50.803483] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-18T20:24:50.803765] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-18T20:24:50.803888] [INFO ] [sig       ] IRTC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:50.940568] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IRTC.txt
[2025-12-18T20:24:50.940701] [INFO ] [sig       ] [1722/3568] Completed IRTC in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-18T20:24:50.940738] [INFO ] [sig       ] [1723/3568] Forecasting IRWD...
[2025-12-18T20:24:50.940766] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-18T20:24:50.940796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-18T20:24:50.951668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-18T20:24:50.951941] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-18T20:24:50.952726] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-18T20:24:50.952777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:50.952832] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:50.952869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:50.952927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:51.009006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:51.009706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:51.009783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:51.009815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:51.131084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:51.131205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:51.131243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:51.131270] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:51.134441] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-12-18T20:24:51.134727] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-18T20:24:51.134847] [INFO ] [sig       ] IRWD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:51.275780] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IRWD.txt
[2025-12-18T20:24:51.275935] [INFO ] [sig       ] [1723/3568] Completed IRWD in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-18T20:24:51.275975] [INFO ] [sig       ] [1724/3568] Forecasting ISD...
[2025-12-18T20:24:51.276005] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-18T20:24:51.276034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-18T20:24:51.287402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-18T20:24:51.287764] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-18T20:24:51.288527] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-18T20:24:51.288598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:51.288633] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:51.288659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:51.288716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:51.344883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:51.345744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:51.345826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:51.345857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:51.462823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:51.462946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:51.462985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:51.463013] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:51.466221] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-18T20:24:51.466516] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-18T20:24:51.466660] [INFO ] [sig       ] ISD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:51.605689] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ISD.txt
[2025-12-18T20:24:51.605814] [INFO ] [sig       ] [1724/3568] Completed ISD in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-18T20:24:51.605852] [INFO ] [sig       ] [1725/3568] Forecasting ISRG...
[2025-12-18T20:24:51.605880] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-18T20:24:51.605910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-18T20:24:51.616648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-18T20:24:51.616950] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-18T20:24:51.617740] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-18T20:24:51.617797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:51.617827] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:51.617854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:51.617909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:51.674078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:51.674681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:51.674756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:51.674786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:51.791717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:51.791850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:51.791889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:51.791917] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:51.795103] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=71.62%)
[2025-12-18T20:24:51.795368] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-18T20:24:51.795487] [INFO ] [sig       ] ISRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:51.933860] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ISRG.txt
[2025-12-18T20:24:51.934008] [INFO ] [sig       ] [1725/3568] Completed ISRG in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-18T20:24:51.934048] [INFO ] [sig       ] [1726/3568] Forecasting ISSC...
[2025-12-18T20:24:51.934076] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-18T20:24:51.934108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-18T20:24:51.945371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-18T20:24:51.945725] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-18T20:24:51.946487] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-18T20:24:51.946538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:51.946569] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:51.946617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:51.946675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:52.005907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:52.006893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:52.006990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:52.007024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:52.125715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:52.125867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:52.125909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:52.125988] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:52.129297] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2025-12-18T20:24:52.129569] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-18T20:24:52.129710] [INFO ] [sig       ] ISSC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:52.267782] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ISSC.txt
[2025-12-18T20:24:52.267901] [INFO ] [sig       ] [1726/3568] Completed ISSC in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:52.267939] [INFO ] [sig       ] [1727/3568] Forecasting ISTB...
[2025-12-18T20:24:52.267968] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-18T20:24:52.268005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-18T20:24:52.279102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-18T20:24:52.279374] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-18T20:24:52.280139] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-18T20:24:52.280190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:52.280221] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:52.280247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:52.280303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:52.336348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:52.337084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:52.337163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:52.337195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:52.451804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:52.451957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:52.451998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:52.452027] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:52.455364] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-18T20:24:52.455653] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-18T20:24:52.455774] [INFO ] [sig       ] ISTB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:52.594357] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ISTB.txt
[2025-12-18T20:24:52.594484] [INFO ] [sig       ] [1727/3568] Completed ISTB in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:52.594521] [INFO ] [sig       ] [1728/3568] Forecasting ITIC...
[2025-12-18T20:24:52.594549] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-18T20:24:52.594601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-18T20:24:52.605374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-18T20:24:52.605652] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-18T20:24:52.606394] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-18T20:24:52.606453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:52.606490] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:52.606521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:52.606616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:52.663169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:52.663769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:52.663846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:52.663878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:52.774845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:52.774986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:52.775034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:52.775064] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:52.778385] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=58.46%)
[2025-12-18T20:24:52.778673] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-18T20:24:52.778792] [INFO ] [sig       ] ITIC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:52.917727] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ITIC.txt
[2025-12-18T20:24:52.917848] [INFO ] [sig       ] [1728/3568] Completed ITIC in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:52.917885] [INFO ] [sig       ] [1729/3568] Forecasting ITRI...
[2025-12-18T20:24:52.917914] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-18T20:24:52.917945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-18T20:24:52.929855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-18T20:24:52.930133] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-18T20:24:52.930904] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-18T20:24:52.930955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:52.930986] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:52.931012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:52.931068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:52.987309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:52.987942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:52.988018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:52.988049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:53.110307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:53.110443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:53.110482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:53.110510] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:53.113772] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=76.33%)
[2025-12-18T20:24:53.114037] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-18T20:24:53.114157] [INFO ] [sig       ] ITRI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:53.252284] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ITRI.txt
[2025-12-18T20:24:53.252407] [INFO ] [sig       ] [1729/3568] Completed ITRI in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:53.252445] [INFO ] [sig       ] [1730/3568] Forecasting ITRN...
[2025-12-18T20:24:53.252474] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-18T20:24:53.252505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-18T20:24:53.263345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-18T20:24:53.263642] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-18T20:24:53.264392] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-18T20:24:53.264443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:53.264474] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:53.264501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:53.264556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:53.320331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:53.320963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:53.321038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:53.321069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:53.439550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:53.439723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:53.439765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:53.439794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:53.443237] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=17.21%)
[2025-12-18T20:24:53.443616] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-18T20:24:53.443753] [INFO ] [sig       ] ITRN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:53.589055] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ITRN.txt
[2025-12-18T20:24:53.589184] [INFO ] [sig       ] [1730/3568] Completed ITRN in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:53.589228] [INFO ] [sig       ] [1731/3568] Forecasting ITUB...
[2025-12-18T20:24:53.589258] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-18T20:24:53.589289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-18T20:24:53.600413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-18T20:24:53.600738] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-18T20:24:53.601497] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-18T20:24:53.601549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:53.601599] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:53.601629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:53.601685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:53.657395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:53.657999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:53.658077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:53.658108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:53.779044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:53.779176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:53.779213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:53.779241] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:53.782473] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-18T20:24:53.782760] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-18T20:24:53.782879] [INFO ] [sig       ] ITUB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:53.920496] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ITUB.txt
[2025-12-18T20:24:53.920641] [INFO ] [sig       ] [1731/3568] Completed ITUB in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:53.920682] [INFO ] [sig       ] [1732/3568] Forecasting IUS...
[2025-12-18T20:24:53.920711] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-18T20:24:53.920740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-18T20:24:53.931593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-18T20:24:53.931868] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-18T20:24:53.932630] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-18T20:24:53.932681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:53.932713] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:53.932739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:53.932796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:53.989437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:53.990090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:53.990166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:53.990198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:54.107598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:54.107742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:54.107782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:54.107811] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:54.111131] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-12-18T20:24:54.111397] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-18T20:24:54.111524] [INFO ] [sig       ] IUS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:54.252272] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IUS.txt
[2025-12-18T20:24:54.252396] [INFO ] [sig       ] [1732/3568] Completed IUS in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:54.252434] [INFO ] [sig       ] [1733/3568] Forecasting IUSB...
[2025-12-18T20:24:54.252462] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-18T20:24:54.252492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-18T20:24:54.263706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-18T20:24:54.263989] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-18T20:24:54.264795] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-18T20:24:54.264845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:54.264875] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:54.264902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:54.264958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:54.321949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:54.322623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:54.322727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:54.322761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:54.441178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:54.441308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:54.441349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:54.441378] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:54.444678] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-18T20:24:54.444955] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-18T20:24:54.445080] [INFO ] [sig       ] IUSB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:54.599332] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IUSB.txt
[2025-12-18T20:24:54.599487] [INFO ] [sig       ] [1733/3568] Completed IUSB in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:54.599532] [INFO ] [sig       ] [1734/3568] Forecasting IUSG...
[2025-12-18T20:24:54.599563] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-18T20:24:54.599614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-18T20:24:54.611677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-18T20:24:54.612038] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-18T20:24:54.612815] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-18T20:24:54.612867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:54.612898] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:54.612924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:54.612991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:54.673995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:54.674962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:54.675047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:54.675079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:54.793964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:54.794095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:54.794133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:54.794161] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:54.797379] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2025-12-18T20:24:54.797671] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-18T20:24:54.797803] [INFO ] [sig       ] IUSG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:54.935436] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IUSG.txt
[2025-12-18T20:24:54.935555] [INFO ] [sig       ] [1734/3568] Completed IUSG in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:54.935611] [INFO ] [sig       ] [1735/3568] Forecasting IVAL...
[2025-12-18T20:24:54.935642] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-18T20:24:54.935672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-18T20:24:54.947148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-18T20:24:54.947423] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-18T20:24:54.948320] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-18T20:24:54.948372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:54.948403] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:54.948430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:54.948489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:55.003982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:55.004676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:55.004754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:55.004786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:55.112278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:55.112417] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:24:55.112462] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:55.112496] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:55.115742] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-12-18T20:24:55.116017] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-18T20:24:55.116137] [INFO ] [sig       ] IVAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:55.252796] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IVAL.txt
[2025-12-18T20:24:55.252917] [INFO ] [sig       ] [1735/3568] Completed IVAL in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:55.252955] [INFO ] [sig       ] [1736/3568] Forecasting IVZ...
[2025-12-18T20:24:55.252984] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-18T20:24:55.253014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-18T20:24:55.264460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-18T20:24:55.264774] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-18T20:24:55.265531] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-18T20:24:55.265608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:55.265642] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:55.265669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:55.265726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:55.321340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:55.321966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:55.322042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:55.322074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:55.445889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:55.446030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:55.446076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:55.446106] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:55.449485] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2025-12-18T20:24:55.449770] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-18T20:24:55.449900] [INFO ] [sig       ] IVZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:55.588551] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IVZ.txt
[2025-12-18T20:24:55.588715] [INFO ] [sig       ] [1736/3568] Completed IVZ in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-18T20:24:55.588765] [INFO ] [sig       ] [1737/3568] Forecasting IX...
[2025-12-18T20:24:55.588795] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-18T20:24:55.588826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-18T20:24:55.600087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-18T20:24:55.600372] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-18T20:24:55.601141] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-18T20:24:55.601192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:55.601223] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:55.601249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:55.601305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:55.656958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:55.657653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:55.657746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:55.657778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:55.780902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:55.781054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:55.781096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:55.781124] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:55.784396] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-18T20:24:55.784683] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-18T20:24:55.784804] [INFO ] [sig       ] IX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:55.921678] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/IX.txt
[2025-12-18T20:24:55.921797] [INFO ] [sig       ] [1737/3568] Completed IX in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-18T20:24:55.921834] [INFO ] [sig       ] [1738/3568] Forecasting IXUS...
[2025-12-18T20:24:55.921862] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-18T20:24:55.921891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-18T20:24:55.933804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-18T20:24:55.934206] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-18T20:24:55.935029] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-18T20:24:55.935081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:55.935113] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:55.935140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:55.935196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:55.991073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:55.991970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:55.992058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:55.992091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:56.118779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:56.118939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:56.118982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:56.119034] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:56.122600] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=55.19%)
[2025-12-18T20:24:56.122934] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-18T20:24:56.123076] [INFO ] [sig       ] IXUS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:56.275092] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IXUS.txt
[2025-12-18T20:24:56.275375] [INFO ] [sig       ] [1738/3568] Completed IXUS in 0.4s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-18T20:24:56.275462] [INFO ] [sig       ] [1739/3568] Forecasting IZEA...
[2025-12-18T20:24:56.275516] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-18T20:24:56.275563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-18T20:24:56.292768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-18T20:24:56.293278] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-18T20:24:56.294675] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-18T20:24:56.294749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:56.294802] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:56.294846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:56.294935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:56.369595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:56.370886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:56.371034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:56.371087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:56.530905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:56.531113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:56.531180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:56.531231] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:56.536868] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=92.42%)
[2025-12-18T20:24:56.537412] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-18T20:24:56.537648] [INFO ] [sig       ] IZEA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:56.765208] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/IZEA.txt
[2025-12-18T20:24:56.765446] [INFO ] [sig       ] [1739/3568] Completed IZEA in 0.5s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-18T20:24:56.765524] [INFO ] [sig       ] [1740/3568] Forecasting J...
[2025-12-18T20:24:56.765602] [INFO ] [sig       ] Generating forecast for: J
[2025-12-18T20:24:56.765661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-18T20:24:56.794159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-18T20:24:56.802178] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-18T20:24:56.803938] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-18T20:24:56.804042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:56.804126] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:56.804175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:56.804270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:56.885736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:56.886792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:56.886903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:56.886947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:57.054204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:57.054394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:57.054453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:57.054488] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:57.058291] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-12-18T20:24:57.058645] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-18T20:24:57.058789] [INFO ] [sig       ] J: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:57.210934] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/J.txt
[2025-12-18T20:24:57.211116] [INFO ] [sig       ] [1740/3568] Completed J in 0.4s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-18T20:24:57.211162] [INFO ] [sig       ] [1741/3568] Forecasting JACK...
[2025-12-18T20:24:57.211192] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-18T20:24:57.211225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-18T20:24:57.224044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-18T20:24:57.224439] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-18T20:24:57.225330] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-18T20:24:57.225383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:57.225413] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:57.225439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:57.225494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:57.286298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:57.287242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:57.287351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:57.287393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:57.415150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:57.415310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:57.415353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:57.415382] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:57.419154] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-18T20:24:57.419478] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-18T20:24:57.419650] [INFO ] [sig       ] JACK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:57.566702] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JACK.txt
[2025-12-18T20:24:57.566834] [INFO ] [sig       ] [1741/3568] Completed JACK in 0.4s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-18T20:24:57.566882] [INFO ] [sig       ] [1742/3568] Forecasting JAGX...
[2025-12-18T20:24:57.566913] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-18T20:24:57.566944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-18T20:24:57.578498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-18T20:24:57.578831] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-18T20:24:57.579674] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-18T20:24:57.579733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:57.579765] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:57.579792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:57.579849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:57.639387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:57.640115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:57.640198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:57.640229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:57.763597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:57.763939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:57.763981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:57.764009] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:57.767382] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-12-18T20:24:57.767690] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-18T20:24:57.768043] [INFO ] [sig       ] JAGX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:57.919819] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JAGX.txt
[2025-12-18T20:24:57.919967] [INFO ] [sig       ] [1742/3568] Completed JAGX in 0.4s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-18T20:24:57.920007] [INFO ] [sig       ] [1743/3568] Forecasting JAKK...
[2025-12-18T20:24:57.920036] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-18T20:24:57.920066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-18T20:24:57.931825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-18T20:24:57.932163] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-18T20:24:57.933008] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-18T20:24:57.933060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:57.933092] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:57.933119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:57.933183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:57.994482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:57.995183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:57.995265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:57.995297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:58.121459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:58.121647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:58.121708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:58.121771] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:58.125348] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-18T20:24:58.125733] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-18T20:24:58.125879] [INFO ] [sig       ] JAKK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:58.268311] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JAKK.txt
[2025-12-18T20:24:58.268441] [INFO ] [sig       ] [1743/3568] Completed JAKK in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-18T20:24:58.268479] [INFO ] [sig       ] [1744/3568] Forecasting JAMF...
[2025-12-18T20:24:58.268507] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-18T20:24:58.268537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-18T20:24:58.281933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-18T20:24:58.282192] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-18T20:24:58.282942] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-18T20:24:58.282993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:58.283024] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:58.283051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:58.283107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:58.339404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:58.339993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:58.340069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:58.340100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:58.454173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:58.454266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:58.454301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:58.454328] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:58.457340] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-18T20:24:58.457618] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-18T20:24:58.457738] [INFO ] [sig       ] JAMF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:58.594485] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JAMF.txt
[2025-12-18T20:24:58.594605] [INFO ] [sig       ] [1744/3568] Completed JAMF in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:24:58.594644] [INFO ] [sig       ] [1745/3568] Forecasting JANX...
[2025-12-18T20:24:58.594672] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-18T20:24:58.594701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-18T20:24:58.606003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-18T20:24:58.606259] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-18T20:24:58.607007] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-18T20:24:58.607057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:58.607088] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:58.607115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:58.607171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:58.663228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:58.663829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:58.663905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:58.663936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:58.782361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:58.782455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:58.782489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:58.782516] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:58.785665] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-18T20:24:58.785925] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-18T20:24:58.786041] [INFO ] [sig       ] JANX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:58.922451] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JANX.txt
[2025-12-18T20:24:58.922555] [INFO ] [sig       ] [1745/3568] Completed JANX in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:24:58.922609] [INFO ] [sig       ] [1746/3568] Forecasting JAZZ...
[2025-12-18T20:24:58.922639] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-18T20:24:58.922669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-18T20:24:58.933858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-18T20:24:58.934122] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-18T20:24:58.934884] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-18T20:24:58.934934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:58.934966] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:58.934992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:58.935048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:58.991233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:58.991819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:58.991893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:58.991924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:59.112264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:59.112362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:59.112399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:59.112426] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:59.115755] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2025-12-18T20:24:59.116015] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-18T20:24:59.116135] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:24:59.253897] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JAZZ.txt
[2025-12-18T20:24:59.254001] [INFO ] [sig       ] [1746/3568] Completed JAZZ in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:24:59.254039] [INFO ] [sig       ] [1747/3568] Forecasting JBGS...
[2025-12-18T20:24:59.254068] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-18T20:24:59.254097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-18T20:24:59.269145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-18T20:24:59.269512] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-18T20:24:59.270364] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-18T20:24:59.270415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:59.270457] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:59.270492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:59.270556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:59.326563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:59.327146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:59.327234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:59.327268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:59.446382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:59.446474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:59.446509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:59.446538] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:59.449639] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-18T20:24:59.449909] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-18T20:24:59.450031] [INFO ] [sig       ] JBGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:59.587516] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JBGS.txt
[2025-12-18T20:24:59.587636] [INFO ] [sig       ] [1747/3568] Completed JBGS in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:24:59.587681] [INFO ] [sig       ] [1748/3568] Forecasting JBI...
[2025-12-18T20:24:59.587711] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-18T20:24:59.587740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-18T20:24:59.598667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-18T20:24:59.598928] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-18T20:24:59.599717] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-18T20:24:59.599768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:59.599798] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:59.599824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:59.599880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:59.655071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:59.655678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:59.655755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:59.655785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:24:59.769486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:24:59.769638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:24:59.769685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:24:59.769726] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:24:59.772928] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-18T20:24:59.773189] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-18T20:24:59.773309] [INFO ] [sig       ] JBI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:24:59.911781] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JBI.txt
[2025-12-18T20:24:59.911886] [INFO ] [sig       ] [1748/3568] Completed JBI in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:24:59.911922] [INFO ] [sig       ] [1749/3568] Forecasting JBL...
[2025-12-18T20:24:59.911951] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-18T20:24:59.911979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-18T20:24:59.922691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-18T20:24:59.922967] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-18T20:24:59.923719] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-18T20:24:59.923770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:24:59.923800] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:24:59.923826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:24:59.923881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:24:59.978957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:24:59.979557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:24:59.979650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:24:59.979681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:00.116385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:00.116523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:00.116595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:00.116631] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:00.120610] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2025-12-18T20:25:00.120931] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-18T20:25:00.121073] [INFO ] [sig       ] JBL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:00.260781] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JBL.txt
[2025-12-18T20:25:00.260931] [INFO ] [sig       ] [1749/3568] Completed JBL in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:25:00.260978] [INFO ] [sig       ] [1750/3568] Forecasting JBND...
[2025-12-18T20:25:00.261008] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-18T20:25:00.261039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-18T20:25:00.272213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-18T20:25:00.272514] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-18T20:25:00.273296] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-18T20:25:00.273349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:00.273380] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:00.273407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:00.273463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:00.329670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:00.330453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:00.330563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:00.330625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:00.445891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:00.446000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:00.446041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:00.446068] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:00.449427] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=5.85%)
[2025-12-18T20:25:00.449763] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-18T20:25:00.449894] [INFO ] [sig       ] JBND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:00.588487] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JBND.txt
[2025-12-18T20:25:00.588641] [INFO ] [sig       ] [1750/3568] Completed JBND in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:25:00.588682] [INFO ] [sig       ] [1751/3568] Forecasting JBSS...
[2025-12-18T20:25:00.588729] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-18T20:25:00.588763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-18T20:25:00.599333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-18T20:25:00.599662] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-18T20:25:00.600411] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-18T20:25:00.600462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:00.600493] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:00.600520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:00.600593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:00.656367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:00.657134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:00.657214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:00.657246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:00.776917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:00.777032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:00.777073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:00.777101] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:00.780508] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-12-18T20:25:00.780812] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-18T20:25:00.780937] [INFO ] [sig       ] JBSS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:00.922628] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JBSS.txt
[2025-12-18T20:25:00.922753] [INFO ] [sig       ] [1751/3568] Completed JBSS in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:25:00.922794] [INFO ] [sig       ] [1752/3568] Forecasting JCE...
[2025-12-18T20:25:00.922826] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-18T20:25:00.922857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-18T20:25:00.933947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-18T20:25:00.934335] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-18T20:25:00.935165] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-18T20:25:00.935220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:00.935251] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:00.935277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:00.935333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:00.991639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:00.992515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:00.992619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:00.992659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:01.113935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:01.114076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:01.114119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:01.114204] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:01.117862] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-18T20:25:01.118283] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-18T20:25:01.118407] [INFO ] [sig       ] JCE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:01.258886] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JCE.txt
[2025-12-18T20:25:01.259028] [INFO ] [sig       ] [1752/3568] Completed JCE in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:25:01.259069] [INFO ] [sig       ] [1753/3568] Forecasting JCI...
[2025-12-18T20:25:01.259104] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-18T20:25:01.259135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-18T20:25:01.339195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-18T20:25:01.339474] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-18T20:25:01.340234] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-18T20:25:01.340285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:01.340316] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:01.340343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:01.340398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:01.395366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:01.396007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:01.396086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:01.396118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:01.515829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:01.515929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:01.515965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:01.515993] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:01.519068] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-18T20:25:01.519330] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-18T20:25:01.519447] [INFO ] [sig       ] JCI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:01.663586] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JCI.txt
[2025-12-18T20:25:01.663740] [INFO ] [sig       ] [1753/3568] Completed JCI in 0.4s | 2.94 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-18T20:25:01.663780] [INFO ] [sig       ] [1754/3568] Forecasting JD...
[2025-12-18T20:25:01.663808] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-18T20:25:01.663838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-18T20:25:01.678387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-18T20:25:01.678743] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-18T20:25:01.679541] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-18T20:25:01.679647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:01.679695] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:01.679722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:01.679777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:01.734657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:01.735338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:01.735416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:01.735447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:01.853558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:01.853720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:01.853761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:01.853804] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:01.857130] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=71.97%)
[2025-12-18T20:25:01.857411] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-18T20:25:01.857536] [INFO ] [sig       ] JD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:01.994695] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JD.txt
[2025-12-18T20:25:01.994824] [INFO ] [sig       ] [1754/3568] Completed JD in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-18T20:25:01.994862] [INFO ] [sig       ] [1755/3568] Forecasting JDZG...
[2025-12-18T20:25:01.994891] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-18T20:25:01.994921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-18T20:25:02.006371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-18T20:25:02.006698] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-18T20:25:02.007650] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-18T20:25:02.007700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:02.007731] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:02.007758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:02.007814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:02.063029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:02.063810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:02.063894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:02.063926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:02.187692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:02.187857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:02.187905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:02.187939] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:02.191603] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-12-18T20:25:02.192126] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-18T20:25:02.192264] [INFO ] [sig       ] JDZG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:02.333853] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JDZG.txt
[2025-12-18T20:25:02.334011] [INFO ] [sig       ] [1755/3568] Completed JDZG in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-18T20:25:02.334051] [INFO ] [sig       ] [1756/3568] Forecasting JEF...
[2025-12-18T20:25:02.334080] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-18T20:25:02.334111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-18T20:25:02.345658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-18T20:25:02.346041] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-18T20:25:02.346899] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-18T20:25:02.346953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:02.346986] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:02.347014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:02.347083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:02.405457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:02.406358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:02.406442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:02.406491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:02.530693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:02.530865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:02.530908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:02.530937] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:02.534380] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-18T20:25:02.534665] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-18T20:25:02.534787] [INFO ] [sig       ] JEF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:02.672286] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JEF.txt
[2025-12-18T20:25:02.672411] [INFO ] [sig       ] [1756/3568] Completed JEF in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-18T20:25:02.672448] [INFO ] [sig       ] [1757/3568] Forecasting JELD...
[2025-12-18T20:25:02.672475] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-18T20:25:02.672503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-18T20:25:02.683938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-18T20:25:02.684266] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-18T20:25:02.685067] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-18T20:25:02.685119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:02.685187] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:02.685226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:02.685309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:02.741557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:02.742434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:02.742519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:02.742552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:02.864920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:02.865070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:02.865113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:02.865143] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:02.868489] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-18T20:25:02.868781] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-18T20:25:02.868905] [INFO ] [sig       ] JELD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:03.006514] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JELD.txt
[2025-12-18T20:25:03.006653] [INFO ] [sig       ] [1757/3568] Completed JELD in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-18T20:25:03.006693] [INFO ] [sig       ] [1758/3568] Forecasting JEPQ...
[2025-12-18T20:25:03.006722] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-18T20:25:03.006752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-18T20:25:03.018328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-18T20:25:03.018647] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-18T20:25:03.019464] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-18T20:25:03.019515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:03.019547] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:03.019591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:03.019662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:03.077825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:03.078562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:03.078661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:03.078697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:03.205242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:03.205382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:03.205425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:03.205454] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:03.208779] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-18T20:25:03.209078] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-18T20:25:03.209208] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:03.349873] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JEPQ.txt
[2025-12-18T20:25:03.350027] [INFO ] [sig       ] [1758/3568] Completed JEPQ in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-18T20:25:03.350067] [INFO ] [sig       ] [1759/3568] Forecasting JFIN...
[2025-12-18T20:25:03.350096] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-18T20:25:03.350125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-18T20:25:03.361607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-18T20:25:03.361901] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-18T20:25:03.362731] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-18T20:25:03.362784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:03.362817] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:03.362844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:03.362915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:03.419706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:03.420317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:03.420402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:03.420436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:03.538887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:03.539051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:03.539104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:03.539133] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:03.542483] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-12-18T20:25:03.542770] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-18T20:25:03.542897] [INFO ] [sig       ] JFIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:03.679741] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JFIN.txt
[2025-12-18T20:25:03.679867] [INFO ] [sig       ] [1759/3568] Completed JFIN in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-18T20:25:03.679904] [INFO ] [sig       ] [1760/3568] Forecasting JGLO...
[2025-12-18T20:25:03.679933] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-18T20:25:03.679962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-18T20:25:03.691407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-18T20:25:03.691701] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-18T20:25:03.692452] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-18T20:25:03.692503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:03.692535] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:03.692562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:03.692639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:03.748694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:03.749381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:03.749459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:03.749491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:03.865379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:03.865523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:03.865563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:03.865658] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:03.868912] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-18T20:25:03.869206] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-18T20:25:03.869329] [INFO ] [sig       ] JGLO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:04.007976] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JGLO.txt
[2025-12-18T20:25:04.008098] [INFO ] [sig       ] [1760/3568] Completed JGLO in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-18T20:25:04.008137] [INFO ] [sig       ] [1761/3568] Forecasting JHG...
[2025-12-18T20:25:04.008166] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-18T20:25:04.008196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-18T20:25:04.022617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-18T20:25:04.022997] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-18T20:25:04.023979] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-18T20:25:04.024032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:04.024063] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:04.024089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:04.024145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:04.079803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:04.080488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:04.080565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:04.080615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:04.198782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:04.198920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:04.198960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:04.198988] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:04.202279] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-12-18T20:25:04.202543] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-18T20:25:04.202682] [INFO ] [sig       ] JHG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:04.340926] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JHG.txt
[2025-12-18T20:25:04.341058] [INFO ] [sig       ] [1761/3568] Completed JHG in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-18T20:25:04.341095] [INFO ] [sig       ] [1762/3568] Forecasting JHI...
[2025-12-18T20:25:04.341123] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-18T20:25:04.341157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-18T20:25:04.354765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-18T20:25:04.355101] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-18T20:25:04.356011] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-18T20:25:04.356070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:04.356106] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:04.356138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:04.356213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:04.416879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:04.417481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:04.417558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:04.417608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:04.524075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:04.524217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:04.524258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:04.524286] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:04.527545] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-18T20:25:04.527848] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-18T20:25:04.527989] [INFO ] [sig       ] JHI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:04.665824] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JHI.txt
[2025-12-18T20:25:04.665970] [INFO ] [sig       ] [1762/3568] Completed JHI in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:04.666009] [INFO ] [sig       ] [1763/3568] Forecasting JHX...
[2025-12-18T20:25:04.666038] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-18T20:25:04.666069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-18T20:25:04.677178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-18T20:25:04.677453] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-18T20:25:04.678228] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-18T20:25:04.678278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:04.678309] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:04.678336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:04.678392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:04.733934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:04.734641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:04.734720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:04.734752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:04.855966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:04.856259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:04.856304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:04.856332] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:04.859875] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-18T20:25:04.860163] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-18T20:25:04.860290] [INFO ] [sig       ] JHX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:04.999402] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JHX.txt
[2025-12-18T20:25:04.999589] [INFO ] [sig       ] [1763/3568] Completed JHX in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:04.999633] [INFO ] [sig       ] [1764/3568] Forecasting JILL...
[2025-12-18T20:25:04.999664] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-18T20:25:04.999697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-18T20:25:05.011965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-18T20:25:05.012299] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-18T20:25:05.013111] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-18T20:25:05.013163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:05.013195] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:05.013221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:05.013277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:05.070033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:05.070808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:05.070907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:05.070939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:05.184235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:05.184384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:05.184426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:05.184453] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:05.187730] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-18T20:25:05.188000] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-18T20:25:05.188125] [INFO ] [sig       ] JILL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:05.326408] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JILL.txt
[2025-12-18T20:25:05.326590] [INFO ] [sig       ] [1764/3568] Completed JILL in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:05.326634] [INFO ] [sig       ] [1765/3568] Forecasting JIVE...
[2025-12-18T20:25:05.326664] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-18T20:25:05.326696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-18T20:25:05.337785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-18T20:25:05.338124] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-18T20:25:05.339187] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-18T20:25:05.339243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:05.339276] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:05.339302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:05.339359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:05.396617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:05.397390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:05.397472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:05.397505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:05.510098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:05.510251] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:25:05.510294] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:05.510325] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:05.513731] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: DOWN (p=35.12%)
[2025-12-18T20:25:05.514033] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-18T20:25:05.514163] [INFO ] [sig       ] JIVE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:05.658466] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JIVE.txt
[2025-12-18T20:25:05.658637] [INFO ] [sig       ] [1765/3568] Completed JIVE in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:05.658679] [INFO ] [sig       ] [1766/3568] Forecasting JJSF...
[2025-12-18T20:25:05.658708] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-18T20:25:05.658740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-18T20:25:05.670373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-18T20:25:05.670713] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-18T20:25:05.671508] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-18T20:25:05.671560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:05.671640] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:05.671669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:05.671727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:05.730298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:05.731325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:05.731409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:05.731443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:05.853006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:05.853157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:05.853200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:05.853239] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:05.856662] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=46.02%)
[2025-12-18T20:25:05.856934] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-18T20:25:05.857061] [INFO ] [sig       ] JJSF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:05.994219] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JJSF.txt
[2025-12-18T20:25:05.994361] [INFO ] [sig       ] [1766/3568] Completed JJSF in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:05.994400] [INFO ] [sig       ] [1767/3568] Forecasting JKHY...
[2025-12-18T20:25:05.994428] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-18T20:25:05.994459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-18T20:25:06.009588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-18T20:25:06.009945] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-18T20:25:06.010808] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-18T20:25:06.010860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:06.010898] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:06.010926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:06.010982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:06.066199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:06.066960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:06.067088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:06.067122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:06.191370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:06.191563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:06.191669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:06.191717] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:06.196037] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2025-12-18T20:25:06.196433] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-18T20:25:06.196636] [INFO ] [sig       ] JKHY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:06.350854] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JKHY.txt
[2025-12-18T20:25:06.351007] [INFO ] [sig       ] [1767/3568] Completed JKHY in 0.4s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:06.351046] [INFO ] [sig       ] [1768/3568] Forecasting JKS...
[2025-12-18T20:25:06.351075] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-18T20:25:06.351105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-18T20:25:06.364197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-18T20:25:06.364637] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-18T20:25:06.365462] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-18T20:25:06.365519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:06.365553] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:06.365616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:06.365678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:06.424780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:06.425702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:06.425796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:06.425836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:06.552792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:06.552951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:06.552997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:06.553027] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:06.556474] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-18T20:25:06.556793] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-18T20:25:06.556928] [INFO ] [sig       ] JKS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:06.699146] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JKS.txt
[2025-12-18T20:25:06.699308] [INFO ] [sig       ] [1768/3568] Completed JKS in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:06.699351] [INFO ] [sig       ] [1769/3568] Forecasting JLL...
[2025-12-18T20:25:06.699381] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-18T20:25:06.699414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-18T20:25:06.711534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-18T20:25:06.711939] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-18T20:25:06.712724] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-18T20:25:06.712776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:06.712807] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:06.712833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:06.712890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:06.768249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:06.768989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:06.769100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:06.769133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:06.891175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:06.891325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:06.891366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:06.891393] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:06.894698] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-12-18T20:25:06.894970] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-18T20:25:06.895092] [INFO ] [sig       ] JLL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:07.031347] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JLL.txt
[2025-12-18T20:25:07.031485] [INFO ] [sig       ] [1769/3568] Completed JLL in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:07.031524] [INFO ] [sig       ] [1770/3568] Forecasting JLS...
[2025-12-18T20:25:07.031552] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-18T20:25:07.031599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-18T20:25:07.043144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-18T20:25:07.043452] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-18T20:25:07.044256] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-18T20:25:07.044308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:07.044341] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:07.044369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:07.044426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:07.100118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:07.100889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:07.100969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:07.101002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:07.210647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:07.210802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:07.210848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:07.210879] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:07.214239] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-12-18T20:25:07.214510] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-18T20:25:07.214653] [INFO ] [sig       ] JLS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:07.354847] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JLS.txt
[2025-12-18T20:25:07.355047] [INFO ] [sig       ] [1770/3568] Completed JLS in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:07.355104] [INFO ] [sig       ] [1771/3568] Forecasting JMIA...
[2025-12-18T20:25:07.355146] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-18T20:25:07.355189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-18T20:25:07.367931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-18T20:25:07.368230] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-18T20:25:07.369041] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-18T20:25:07.369103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:07.369135] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:07.369162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:07.369217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:07.424206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:07.424840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:07.424915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:07.424947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:07.545430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:07.545599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:07.545640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:07.545668] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:07.548935] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2025-12-18T20:25:07.549220] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-18T20:25:07.549347] [INFO ] [sig       ] JMIA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:07.684372] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JMIA.txt
[2025-12-18T20:25:07.684520] [INFO ] [sig       ] [1771/3568] Completed JMIA in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-18T20:25:07.684559] [INFO ] [sig       ] [1772/3568] Forecasting JMSB...
[2025-12-18T20:25:07.684607] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-18T20:25:07.684639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-18T20:25:07.696511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-18T20:25:07.696859] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-18T20:25:07.697619] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-18T20:25:07.697670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:07.697701] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:07.697727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:07.697783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:07.752294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:07.753022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:07.753101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:07.753132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:07.855067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:07.855213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:07.855255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:07.855283] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:07.858601] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-12-18T20:25:07.858881] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-18T20:25:07.859006] [INFO ] [sig       ] JMSB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:07.995038] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JMSB.txt
[2025-12-18T20:25:07.995171] [INFO ] [sig       ] [1772/3568] Completed JMSB in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-18T20:25:07.995209] [INFO ] [sig       ] [1773/3568] Forecasting JNJ...
[2025-12-18T20:25:07.995237] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-18T20:25:07.995267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-18T20:25:08.006848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-18T20:25:08.007214] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-18T20:25:08.007988] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-18T20:25:08.008039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:08.008071] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:08.008098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:08.008154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:08.063501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:08.064370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:08.064452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:08.064483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:08.188348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:08.188502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:08.188543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:08.188589] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:08.191892] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-12-18T20:25:08.192160] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-18T20:25:08.192281] [INFO ] [sig       ] JNJ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:08.327903] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JNJ.txt
[2025-12-18T20:25:08.328029] [INFO ] [sig       ] [1773/3568] Completed JNJ in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-18T20:25:08.328067] [INFO ] [sig       ] [1774/3568] Forecasting JOBY...
[2025-12-18T20:25:08.328096] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-18T20:25:08.328125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-18T20:25:08.339626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-18T20:25:08.339925] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-18T20:25:08.340689] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-18T20:25:08.340740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:08.340805] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:08.340840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:08.340908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:08.396191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:08.396987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:08.397068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:08.397100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:08.516640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:08.516799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:08.516843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:08.516871] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:08.520281] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-18T20:25:08.520564] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-18T20:25:08.520715] [INFO ] [sig       ] JOBY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:08.658444] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JOBY.txt
[2025-12-18T20:25:08.658590] [INFO ] [sig       ] [1774/3568] Completed JOBY in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-18T20:25:08.658637] [INFO ] [sig       ] [1775/3568] Forecasting JOE...
[2025-12-18T20:25:08.658668] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-18T20:25:08.658705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-18T20:25:08.670309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-18T20:25:08.670633] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-18T20:25:08.671404] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-18T20:25:08.671455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:08.671486] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:08.671512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:08.671584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:08.727819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:08.728525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:08.728621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:08.728655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:08.848962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:08.849121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:08.849164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:08.849192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:08.852521] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=13.10%)
[2025-12-18T20:25:08.852878] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-18T20:25:08.853034] [INFO ] [sig       ] JOE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:08.990043] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JOE.txt
[2025-12-18T20:25:08.990180] [INFO ] [sig       ] [1775/3568] Completed JOE in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-18T20:25:08.990218] [INFO ] [sig       ] [1776/3568] Forecasting JOF...
[2025-12-18T20:25:08.990248] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-18T20:25:08.990277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-18T20:25:09.001144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-18T20:25:09.001463] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-18T20:25:09.002421] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-18T20:25:09.002472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:09.002502] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:09.002528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:09.002602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:09.062036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:09.062899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:09.062979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:09.063011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:09.176809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:09.176957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:09.176996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:09.177024] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:09.180425] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-18T20:25:09.180726] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-18T20:25:09.180878] [INFO ] [sig       ] JOF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:09.318055] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JOF.txt
[2025-12-18T20:25:09.318185] [INFO ] [sig       ] [1776/3568] Completed JOF in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-18T20:25:09.318222] [INFO ] [sig       ] [1777/3568] Forecasting JPC...
[2025-12-18T20:25:09.318251] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-18T20:25:09.318281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-18T20:25:09.329463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-18T20:25:09.329805] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-18T20:25:09.330589] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-18T20:25:09.330640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:09.330671] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:09.330698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:09.330754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:09.386519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:09.387268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:09.387347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:09.387380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:09.503155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:09.503306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:09.503347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:09.503409] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:09.506825] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-18T20:25:09.507112] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-18T20:25:09.507243] [INFO ] [sig       ] JPC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:09.644592] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JPC.txt
[2025-12-18T20:25:09.644730] [INFO ] [sig       ] [1777/3568] Completed JPC in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-18T20:25:09.644768] [INFO ] [sig       ] [1778/3568] Forecasting JPEF...
[2025-12-18T20:25:09.644796] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-18T20:25:09.644826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-18T20:25:09.655942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-18T20:25:09.656262] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-18T20:25:09.657037] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-18T20:25:09.657089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:09.657120] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:09.657146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:09.657203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:09.713233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:09.714011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:09.714091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:09.714123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:09.831926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:09.832087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:09.832144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:09.832174] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:09.835411] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=36.03%)
[2025-12-18T20:25:09.835700] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-18T20:25:09.835829] [INFO ] [sig       ] JPEF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:09.973049] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JPEF.txt
[2025-12-18T20:25:09.973188] [INFO ] [sig       ] [1778/3568] Completed JPEF in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-18T20:25:09.973226] [INFO ] [sig       ] [1779/3568] Forecasting JPM...
[2025-12-18T20:25:09.973256] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-18T20:25:09.973287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-18T20:25:09.984346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-18T20:25:09.984683] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-18T20:25:09.985426] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-18T20:25:09.985478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:09.985509] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:09.985536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:09.985612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:10.041083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:10.041753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:10.041831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:10.041863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:10.164189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:10.164340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:10.164380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:10.164409] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:10.167683] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-12-18T20:25:10.167959] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-18T20:25:10.168082] [INFO ] [sig       ] JPM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:10.307343] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JPM.txt
[2025-12-18T20:25:10.307462] [INFO ] [sig       ] [1779/3568] Completed JPM in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:10.307499] [INFO ] [sig       ] [1780/3568] Forecasting JQC...
[2025-12-18T20:25:10.307527] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-18T20:25:10.307559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-18T20:25:10.318790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-18T20:25:10.319111] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-18T20:25:10.319891] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-18T20:25:10.319941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:10.319972] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:10.319998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:10.320053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:10.376456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:10.377162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:10.377253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:10.377285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:10.503079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:10.503240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:10.503280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:10.503308] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:10.506690] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-18T20:25:10.506990] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-18T20:25:10.507119] [INFO ] [sig       ] JQC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:10.649796] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JQC.txt
[2025-12-18T20:25:10.649948] [INFO ] [sig       ] [1780/3568] Completed JQC in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:10.649991] [INFO ] [sig       ] [1781/3568] Forecasting JRI...
[2025-12-18T20:25:10.650020] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-18T20:25:10.650050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-18T20:25:10.661993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-18T20:25:10.662345] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-18T20:25:10.663113] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-18T20:25:10.663164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:10.663196] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:10.663222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:10.663278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:10.719984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:10.720831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:10.720927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:10.720965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:10.836935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:10.837085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:10.837127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:10.837155] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:10.840612] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-18T20:25:10.840933] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-18T20:25:10.841064] [INFO ] [sig       ] JRI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:10.980812] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JRI.txt
[2025-12-18T20:25:10.980978] [INFO ] [sig       ] [1781/3568] Completed JRI in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:10.981020] [INFO ] [sig       ] [1782/3568] Forecasting JRS...
[2025-12-18T20:25:10.981049] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-18T20:25:10.981079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-18T20:25:10.992137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-18T20:25:10.992480] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-18T20:25:10.993250] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-18T20:25:10.993301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:10.993333] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:10.993369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:10.993425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:11.050353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:11.051164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:11.051247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:11.051280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:11.165298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:11.165448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:11.165490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:11.165518] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:11.168824] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-18T20:25:11.169145] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-18T20:25:11.169267] [INFO ] [sig       ] JRS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:11.308638] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JRS.txt
[2025-12-18T20:25:11.308770] [INFO ] [sig       ] [1782/3568] Completed JRS in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:11.308808] [INFO ] [sig       ] [1783/3568] Forecasting JSM...
[2025-12-18T20:25:11.308836] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-18T20:25:11.308866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-18T20:25:11.319585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-18T20:25:11.319853] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-18T20:25:11.320637] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-18T20:25:11.320688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:11.320719] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:11.320745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:11.320801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:11.376599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:11.377247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:11.377323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:11.377354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:11.487631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:11.487762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:11.487801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:11.487828] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:11.491113] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-12-18T20:25:11.491379] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-18T20:25:11.491497] [INFO ] [sig       ] JSM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:11.628736] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JSM.txt
[2025-12-18T20:25:11.628857] [INFO ] [sig       ] [1783/3568] Completed JSM in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:11.628895] [INFO ] [sig       ] [1784/3568] Forecasting JSMD...
[2025-12-18T20:25:11.628923] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-18T20:25:11.628952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-18T20:25:11.639843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-18T20:25:11.640124] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-18T20:25:11.640910] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-18T20:25:11.640972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:11.641007] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:11.641034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:11.641091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:11.696618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:11.697219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:11.697322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:11.697355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:11.827916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:11.828095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:11.828137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:11.828165] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:11.831636] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-12-18T20:25:11.831917] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-18T20:25:11.832040] [INFO ] [sig       ] JSMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:11.969547] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JSMD.txt
[2025-12-18T20:25:11.969680] [INFO ] [sig       ] [1784/3568] Completed JSMD in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:11.969717] [INFO ] [sig       ] [1785/3568] Forecasting JSML...
[2025-12-18T20:25:11.969746] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-18T20:25:11.969775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-18T20:25:11.980908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-18T20:25:11.981230] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-18T20:25:11.982021] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-18T20:25:11.982072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:11.982103] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:11.982129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:11.982185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:12.038444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:12.039089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:12.039170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:12.039202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:12.157791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:12.157922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:12.157961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:12.157989] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:12.161240] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=42.51%)
[2025-12-18T20:25:12.161503] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-18T20:25:12.161639] [INFO ] [sig       ] JSML: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:12.300054] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JSML.txt
[2025-12-18T20:25:12.300189] [INFO ] [sig       ] [1785/3568] Completed JSML in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:12.300227] [INFO ] [sig       ] [1786/3568] Forecasting JTAI...
[2025-12-18T20:25:12.300255] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-18T20:25:12.300292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-18T20:25:12.311624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-18T20:25:12.311901] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-18T20:25:12.312653] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-18T20:25:12.312703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:12.312734] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:12.312760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:12.312816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:12.369159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:12.369780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:12.369856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:12.369887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:12.498776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:12.498930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:12.498970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:12.498998] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:12.502402] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: DOWN (p=32.52%)
[2025-12-18T20:25:12.502701] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-18T20:25:12.502828] [INFO ] [sig       ] JTAI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:12.641742] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JTAI.txt
[2025-12-18T20:25:12.641868] [INFO ] [sig       ] [1786/3568] Completed JTAI in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:12.641915] [INFO ] [sig       ] [1787/3568] Forecasting JTEK...
[2025-12-18T20:25:12.641950] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-18T20:25:12.641986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-18T20:25:12.652443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-18T20:25:12.652734] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-18T20:25:12.653514] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-18T20:25:12.653564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:12.653624] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:12.653657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:12.653716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:12.710083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:12.710716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:12.710792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:12.710824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:12.827444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:12.827602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:12.827644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:12.827673] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:12.830967] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-18T20:25:12.831234] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-18T20:25:12.831351] [INFO ] [sig       ] JTEK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:12.970057] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JTEK.txt
[2025-12-18T20:25:12.970215] [INFO ] [sig       ] [1787/3568] Completed JTEK in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:12.970255] [INFO ] [sig       ] [1788/3568] Forecasting JVA...
[2025-12-18T20:25:12.970284] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-18T20:25:12.970314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-18T20:25:12.981367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-18T20:25:12.981651] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-18T20:25:12.982402] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-18T20:25:12.982453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:12.982484] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:12.982510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:12.982565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:13.039052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:13.039700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:13.039777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:13.039808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:13.157833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:13.157976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:13.158016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:13.158044] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:13.161327] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2025-12-18T20:25:13.161609] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-18T20:25:13.161733] [INFO ] [sig       ] JVA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:13.300606] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/JVA.txt
[2025-12-18T20:25:13.300747] [INFO ] [sig       ] [1788/3568] Completed JVA in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:13.300789] [INFO ] [sig       ] [1789/3568] Forecasting JXN...
[2025-12-18T20:25:13.300818] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-18T20:25:13.300848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-18T20:25:13.311676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-18T20:25:13.311951] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-18T20:25:13.312722] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-18T20:25:13.312772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:13.312803] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:13.312829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:13.312898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:13.369427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:13.370082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:13.370160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:13.370192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:13.494078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:13.494249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:13.494290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:13.494333] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:13.497758] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-18T20:25:13.498065] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-18T20:25:13.498192] [INFO ] [sig       ] JXN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:13.636849] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/JXN.txt
[2025-12-18T20:25:13.636982] [INFO ] [sig       ] [1789/3568] Completed JXN in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-18T20:25:13.637020] [INFO ] [sig       ] [1790/3568] Forecasting KAI...
[2025-12-18T20:25:13.637049] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-18T20:25:13.637078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-18T20:25:13.648737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-18T20:25:13.649053] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-18T20:25:13.649858] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-18T20:25:13.649917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:13.649958] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:13.649992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:13.650061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:13.708742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:13.709477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:13.709557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:13.709607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:13.829979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:13.830129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:13.830171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:13.830200] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:13.833438] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2025-12-18T20:25:13.833752] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-18T20:25:13.833871] [INFO ] [sig       ] KAI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:13.972150] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KAI.txt
[2025-12-18T20:25:13.972269] [INFO ] [sig       ] [1790/3568] Completed KAI in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-18T20:25:13.972306] [INFO ] [sig       ] [1791/3568] Forecasting KARO...
[2025-12-18T20:25:13.972336] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-18T20:25:13.972364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-18T20:25:13.983411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-18T20:25:13.983694] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-18T20:25:13.984437] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-18T20:25:13.984487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:13.984543] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:13.984589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:13.984652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:14.041342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:14.042008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:14.042085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:14.042117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:14.160858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:14.161001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:14.161040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:14.161069] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:14.164356] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-18T20:25:14.164641] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-18T20:25:14.164777] [INFO ] [sig       ] KARO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:14.306228] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KARO.txt
[2025-12-18T20:25:14.306373] [INFO ] [sig       ] [1791/3568] Completed KARO in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-18T20:25:14.306417] [INFO ] [sig       ] [1792/3568] Forecasting KB...
[2025-12-18T20:25:14.306448] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-18T20:25:14.306478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-18T20:25:14.317354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-18T20:25:14.317689] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-18T20:25:14.318471] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-18T20:25:14.318521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:14.318552] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:14.318596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:14.318654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:14.374356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:14.375052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:14.375138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:14.375169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:14.496871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:14.497025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:14.497066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:14.497095] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:14.500761] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2025-12-18T20:25:14.501029] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-18T20:25:14.501148] [INFO ] [sig       ] KB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:14.638093] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KB.txt
[2025-12-18T20:25:14.638224] [INFO ] [sig       ] [1792/3568] Completed KB in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-18T20:25:14.638261] [INFO ] [sig       ] [1793/3568] Forecasting KBH...
[2025-12-18T20:25:14.638290] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-18T20:25:14.638317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-18T20:25:14.649391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-18T20:25:14.649722] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-18T20:25:14.650498] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-18T20:25:14.650547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:14.650604] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:14.650633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:14.650688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:14.706931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:14.707698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:14.707777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:14.707810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:14.831846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:14.832006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:14.832049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:14.832077] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:14.835387] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=85.12%)
[2025-12-18T20:25:14.835683] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-18T20:25:14.835805] [INFO ] [sig       ] KBH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:14.976919] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KBH.txt
[2025-12-18T20:25:14.977077] [INFO ] [sig       ] [1793/3568] Completed KBH in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-18T20:25:14.977117] [INFO ] [sig       ] [1794/3568] Forecasting KBWB...
[2025-12-18T20:25:14.977146] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-18T20:25:14.977178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-18T20:25:14.989268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-18T20:25:14.989621] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-18T20:25:14.990412] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-18T20:25:14.990463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:14.990494] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:14.990520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:14.990596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:15.047303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:15.048053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:15.048135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:15.048168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:15.171430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:15.171600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:15.171643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:15.171670] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:15.175053] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-18T20:25:15.175321] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-18T20:25:15.175440] [INFO ] [sig       ] KBWB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:15.312745] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KBWB.txt
[2025-12-18T20:25:15.312877] [INFO ] [sig       ] [1794/3568] Completed KBWB in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-18T20:25:15.312915] [INFO ] [sig       ] [1795/3568] Forecasting KBWD...
[2025-12-18T20:25:15.312943] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-18T20:25:15.312973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-18T20:25:15.324611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-18T20:25:15.324902] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-18T20:25:15.325660] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-18T20:25:15.325722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:15.325754] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:15.325780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:15.325836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:15.381165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:15.381950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:15.382035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:15.382067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:15.500903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:15.501051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:15.501094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:15.501124] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:15.504417] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=13.46%)
[2025-12-18T20:25:15.504704] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-18T20:25:15.504828] [INFO ] [sig       ] KBWD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:15.642290] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KBWD.txt
[2025-12-18T20:25:15.642439] [INFO ] [sig       ] [1795/3568] Completed KBWD in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-18T20:25:15.642477] [INFO ] [sig       ] [1796/3568] Forecasting KBWP...
[2025-12-18T20:25:15.642506] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-18T20:25:15.642536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-18T20:25:15.654140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-18T20:25:15.654501] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-18T20:25:15.655270] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-18T20:25:15.655320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:15.655351] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:15.655376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:15.655432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:15.711355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:15.712179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:15.712262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:15.712294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:15.828681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:15.828852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:15.828895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:15.828923] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:15.832261] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2025-12-18T20:25:15.832533] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-18T20:25:15.832672] [INFO ] [sig       ] KBWP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:15.973787] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KBWP.txt
[2025-12-18T20:25:15.973946] [INFO ] [sig       ] [1796/3568] Completed KBWP in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:15.973986] [INFO ] [sig       ] [1797/3568] Forecasting KBWY...
[2025-12-18T20:25:15.974015] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-18T20:25:15.974044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-18T20:25:15.987007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-18T20:25:15.987377] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-18T20:25:15.988212] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-18T20:25:15.988266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:15.988298] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:15.988325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:15.988380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:16.047099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:16.048112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:16.048200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:16.048427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:16.165356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:16.165508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:16.165550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:16.165595] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:16.168865] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=26.08%)
[2025-12-18T20:25:16.169176] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-18T20:25:16.169301] [INFO ] [sig       ] KBWY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:16.309511] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KBWY.txt
[2025-12-18T20:25:16.309675] [INFO ] [sig       ] [1797/3568] Completed KBWY in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:16.309717] [INFO ] [sig       ] [1798/3568] Forecasting KC...
[2025-12-18T20:25:16.309758] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-18T20:25:16.309820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-18T20:25:16.321026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-18T20:25:16.321334] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-18T20:25:16.322118] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-18T20:25:16.322179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:16.322212] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:16.322238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:16.322293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:16.378350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:16.379056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:16.379137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:16.379169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:16.504063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:16.504232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:16.504292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:16.504336] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:16.507921] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=48.01%)
[2025-12-18T20:25:16.508332] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-18T20:25:16.508518] [INFO ] [sig       ] KC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:16.645102] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KC.txt
[2025-12-18T20:25:16.645232] [INFO ] [sig       ] [1798/3568] Completed KC in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:16.645277] [INFO ] [sig       ] [1799/3568] Forecasting KD...
[2025-12-18T20:25:16.645307] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-18T20:25:16.645337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-18T20:25:16.656672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-18T20:25:16.657011] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-18T20:25:16.657809] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-18T20:25:16.657861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:16.657891] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:16.657917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:16.657972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:16.714710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:16.715472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:16.715552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:16.715604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:16.834492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:16.834648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:16.834690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:16.834718] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:16.837950] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-18T20:25:16.838212] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-18T20:25:16.838331] [INFO ] [sig       ] KD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:16.979239] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KD.txt
[2025-12-18T20:25:16.979393] [INFO ] [sig       ] [1799/3568] Completed KD in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:16.979433] [INFO ] [sig       ] [1800/3568] Forecasting KDP...
[2025-12-18T20:25:16.979463] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-18T20:25:16.979493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-18T20:25:16.990678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-18T20:25:16.991038] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-18T20:25:16.991820] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-18T20:25:16.991871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:16.991903] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:16.991931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:16.991987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:17.049957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:17.050842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:17.050928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:17.050962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:17.169282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:17.169436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:17.169478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:17.169506] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:17.172777] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-18T20:25:17.173043] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-18T20:25:17.173178] [INFO ] [sig       ] KDP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:17.311227] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KDP.txt
[2025-12-18T20:25:17.311360] [INFO ] [sig       ] [1800/3568] Completed KDP in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:17.311398] [INFO ] [sig       ] [1801/3568] Forecasting KE...
[2025-12-18T20:25:17.311428] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-18T20:25:17.311457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-18T20:25:17.322915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-18T20:25:17.323218] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-18T20:25:17.323987] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-18T20:25:17.324037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:17.324068] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:17.324094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:17.324150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:17.382695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:17.383391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:17.383468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:17.383528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:17.501683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:17.501828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:17.501867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:17.501896] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:17.505175] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-18T20:25:17.505453] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-18T20:25:17.505595] [INFO ] [sig       ] KE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:17.648354] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KE.txt
[2025-12-18T20:25:17.648505] [INFO ] [sig       ] [1801/3568] Completed KE in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:17.648556] [INFO ] [sig       ] [1802/3568] Forecasting KELYA...
[2025-12-18T20:25:17.648612] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-18T20:25:17.648644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-18T20:25:17.659775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-18T20:25:17.660139] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-18T20:25:17.660934] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-18T20:25:17.660986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:17.661016] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:17.661043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:17.661099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:17.717317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:17.718160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:17.718241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:17.718274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:17.838626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:17.838772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:17.838831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:17.838861] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:17.842407] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-18T20:25:17.842761] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-18T20:25:17.842913] [INFO ] [sig       ] KELYA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:18.002628] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KELYA.txt
[2025-12-18T20:25:18.002813] [INFO ] [sig       ] [1802/3568] Completed KELYA in 0.4s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:18.002863] [INFO ] [sig       ] [1803/3568] Forecasting KEN...
[2025-12-18T20:25:18.002900] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-18T20:25:18.002941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-18T20:25:18.015970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-18T20:25:18.016359] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-18T20:25:18.017160] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-18T20:25:18.017212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:18.017244] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:18.017271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:18.017328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:18.084107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:18.084958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:18.085041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:18.085074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:18.210983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:18.211139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:18.211180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:18.211208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:18.214545] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-18T20:25:18.214849] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-18T20:25:18.214976] [INFO ] [sig       ] KEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:18.355075] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KEN.txt
[2025-12-18T20:25:18.355243] [INFO ] [sig       ] [1803/3568] Completed KEN in 0.4s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:18.355284] [INFO ] [sig       ] [1804/3568] Forecasting KEP...
[2025-12-18T20:25:18.355314] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-18T20:25:18.355345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-18T20:25:18.366716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-18T20:25:18.367042] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-18T20:25:18.367819] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-18T20:25:18.367870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:18.367901] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:18.367928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:18.367985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:18.423072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:18.423822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:18.423903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:18.423934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:18.542725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:18.542907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:18.542965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:18.542999] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:18.546420] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-12-18T20:25:18.546740] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-18T20:25:18.546875] [INFO ] [sig       ] KEP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:18.700674] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KEP.txt
[2025-12-18T20:25:18.700867] [INFO ] [sig       ] [1804/3568] Completed KEP in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:18.700908] [INFO ] [sig       ] [1805/3568] Forecasting KEX...
[2025-12-18T20:25:18.700939] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-18T20:25:18.700972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-18T20:25:18.713099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-18T20:25:18.713489] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-18T20:25:18.714304] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-18T20:25:18.714357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:18.714389] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:18.714417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:18.714473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:18.770725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:18.771356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:18.771436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:18.771468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:18.895409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:18.895566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:18.895630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:18.895662] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:18.899194] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=38.80%)
[2025-12-18T20:25:18.899497] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-18T20:25:18.899650] [INFO ] [sig       ] KEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:19.041250] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KEX.txt
[2025-12-18T20:25:19.041388] [INFO ] [sig       ] [1805/3568] Completed KEX in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:19.041428] [INFO ] [sig       ] [1806/3568] Forecasting KEYS...
[2025-12-18T20:25:19.041461] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-18T20:25:19.041493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-18T20:25:19.053430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-18T20:25:19.053749] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-18T20:25:19.054518] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-18T20:25:19.054589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:19.054640] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:19.054670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:19.054727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:19.112178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:19.112869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:19.112948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:19.112982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:19.240702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:19.240852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:19.240893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:19.240922] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:19.244294] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=68.55%)
[2025-12-18T20:25:19.244566] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-18T20:25:19.244716] [INFO ] [sig       ] KEYS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:19.383160] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KEYS.txt
[2025-12-18T20:25:19.383306] [INFO ] [sig       ] [1806/3568] Completed KEYS in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:19.383346] [INFO ] [sig       ] [1807/3568] Forecasting KFS...
[2025-12-18T20:25:19.383375] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-18T20:25:19.383405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-18T20:25:19.395152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-18T20:25:19.395479] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-18T20:25:19.396272] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-18T20:25:19.396324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:19.396357] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:19.396385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:19.396443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:19.452878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:19.453655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:19.453736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:19.453768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:19.577857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:19.578011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:19.578054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:19.578085] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:19.581505] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2025-12-18T20:25:19.581808] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-18T20:25:19.581938] [INFO ] [sig       ] KFS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:19.738127] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KFS.txt
[2025-12-18T20:25:19.738280] [INFO ] [sig       ] [1807/3568] Completed KFS in 0.4s | 2.94 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-18T20:25:19.738321] [INFO ] [sig       ] [1808/3568] Forecasting KFY...
[2025-12-18T20:25:19.738349] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-18T20:25:19.738380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-18T20:25:19.749629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-18T20:25:19.749933] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-18T20:25:19.750735] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-18T20:25:19.750785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:19.750866] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:19.750894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:19.750950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:19.807694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:19.808570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:19.808674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:19.808709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:19.925757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:19.925910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:19.925954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:19.925983] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:19.929341] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-18T20:25:19.929636] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-18T20:25:19.929772] [INFO ] [sig       ] KFY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:20.080845] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KFY.txt
[2025-12-18T20:25:20.081004] [INFO ] [sig       ] [1808/3568] Completed KFY in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-18T20:25:20.081045] [INFO ] [sig       ] [1809/3568] Forecasting KGS...
[2025-12-18T20:25:20.081074] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-18T20:25:20.081106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-18T20:25:20.092636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-18T20:25:20.092944] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-18T20:25:20.093731] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-18T20:25:20.093783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:20.093818] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:20.093856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:20.093918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:20.152993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:20.153876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:20.153958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:20.153992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:20.278506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:20.278675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:20.278719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:20.278751] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:20.282122] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-18T20:25:20.282396] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-18T20:25:20.282537] [INFO ] [sig       ] KGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:20.421797] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KGS.txt
[2025-12-18T20:25:20.421928] [INFO ] [sig       ] [1809/3568] Completed KGS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-18T20:25:20.421966] [INFO ] [sig       ] [1810/3568] Forecasting KHC...
[2025-12-18T20:25:20.422002] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-18T20:25:20.422034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-18T20:25:20.433825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-18T20:25:20.434121] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-18T20:25:20.434897] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-18T20:25:20.434948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:20.434980] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:20.435006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:20.435073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:20.492472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:20.493489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:20.493609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:20.493658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:20.619282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:20.619434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:20.619475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:20.619503] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:20.622838] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-12-18T20:25:20.623111] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-18T20:25:20.623234] [INFO ] [sig       ] KHC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:20.763128] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KHC.txt
[2025-12-18T20:25:20.763276] [INFO ] [sig       ] [1810/3568] Completed KHC in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-18T20:25:20.763314] [INFO ] [sig       ] [1811/3568] Forecasting KIDS...
[2025-12-18T20:25:20.763343] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-18T20:25:20.763373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-18T20:25:20.774621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-18T20:25:20.774909] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-18T20:25:20.775729] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-18T20:25:20.775780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:20.775811] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:20.775837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:20.775893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:20.832846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:20.833559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:20.833653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:20.833685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:20.952759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:20.952909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:20.952950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:20.953014] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:20.956339] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-12-18T20:25:20.956627] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-18T20:25:20.956771] [INFO ] [sig       ] KIDS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:21.097489] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KIDS.txt
[2025-12-18T20:25:21.097665] [INFO ] [sig       ] [1811/3568] Completed KIDS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-18T20:25:21.097706] [INFO ] [sig       ] [1812/3568] Forecasting KIM...
[2025-12-18T20:25:21.097735] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-18T20:25:21.097766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-18T20:25:21.109311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-18T20:25:21.109728] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-18T20:25:21.110517] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-18T20:25:21.110568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:21.110618] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:21.110645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:21.110700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:21.174123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:21.175016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:21.175109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:21.175148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:21.299635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:21.299789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:21.299830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:21.299858] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:21.303182] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-12-18T20:25:21.303472] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-18T20:25:21.303621] [INFO ] [sig       ] KIM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:21.442352] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KIM.txt
[2025-12-18T20:25:21.442483] [INFO ] [sig       ] [1812/3568] Completed KIM in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-18T20:25:21.442522] [INFO ] [sig       ] [1813/3568] Forecasting KINS...
[2025-12-18T20:25:21.442551] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-18T20:25:21.442599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-18T20:25:21.453756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-18T20:25:21.454125] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-18T20:25:21.454893] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-18T20:25:21.454944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:21.454975] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:21.455002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:21.455059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:21.510916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:21.511770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:21.511849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:21.511881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:21.630534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:21.630700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:21.630741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:21.630786] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:21.634041] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2025-12-18T20:25:21.634307] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-18T20:25:21.634428] [INFO ] [sig       ] KINS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:21.771481] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KINS.txt
[2025-12-18T20:25:21.771642] [INFO ] [sig       ] [1813/3568] Completed KINS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-18T20:25:21.771687] [INFO ] [sig       ] [1814/3568] Forecasting KIO...
[2025-12-18T20:25:21.771719] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-18T20:25:21.771750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-18T20:25:21.783641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-18T20:25:21.783961] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-18T20:25:21.784750] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-18T20:25:21.784802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:21.784835] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:21.784863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:21.784922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:21.842212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:21.843078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:21.843164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:21.843196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:21.967925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:21.968078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:21.968120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:21.968148] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:21.971496] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-18T20:25:21.971808] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-18T20:25:21.971941] [INFO ] [sig       ] KIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:22.111991] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KIO.txt
[2025-12-18T20:25:22.112127] [INFO ] [sig       ] [1814/3568] Completed KIO in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:22.112166] [INFO ] [sig       ] [1815/3568] Forecasting KKRS...
[2025-12-18T20:25:22.112195] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-18T20:25:22.112224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-18T20:25:22.123001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-18T20:25:22.123311] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-18T20:25:22.124097] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-18T20:25:22.124150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:22.124182] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:22.124209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:22.124267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:22.181664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:22.182426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:22.182506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:22.182555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:22.298667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:22.298813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:22.298855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:22.298883] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:22.302192] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2025-12-18T20:25:22.302458] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-18T20:25:22.302595] [INFO ] [sig       ] KKRS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:22.441095] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KKRS.txt
[2025-12-18T20:25:22.441230] [INFO ] [sig       ] [1815/3568] Completed KKRS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:22.441269] [INFO ] [sig       ] [1816/3568] Forecasting KLAC...
[2025-12-18T20:25:22.441299] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-18T20:25:22.441328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-18T20:25:22.452833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-18T20:25:22.453138] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-18T20:25:22.453918] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-18T20:25:22.453970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:22.454001] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:22.454028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:22.454083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:22.510469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:22.511170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:22.511260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:22.511291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:22.634470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:22.634634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:22.634676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:22.634707] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:22.637986] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-18T20:25:22.638287] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-18T20:25:22.638408] [INFO ] [sig       ] KLAC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:22.776739] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KLAC.txt
[2025-12-18T20:25:22.776882] [INFO ] [sig       ] [1816/3568] Completed KLAC in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:22.776931] [INFO ] [sig       ] [1817/3568] Forecasting KLIC...
[2025-12-18T20:25:22.776961] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-18T20:25:22.776992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-18T20:25:22.788459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-18T20:25:22.788805] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-18T20:25:22.789705] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-18T20:25:22.789759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:22.789791] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:22.789818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:22.789888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:22.846517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:22.847285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:22.847363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:22.847395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:22.968987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:22.969157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:22.969206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:22.969234] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:22.972493] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-18T20:25:22.972776] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-18T20:25:22.972897] [INFO ] [sig       ] KLIC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:23.111260] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KLIC.txt
[2025-12-18T20:25:23.111395] [INFO ] [sig       ] [1817/3568] Completed KLIC in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:23.111433] [INFO ] [sig       ] [1818/3568] Forecasting KLXE...
[2025-12-18T20:25:23.111461] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-18T20:25:23.111492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-18T20:25:23.125701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-18T20:25:23.126027] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-18T20:25:23.126834] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-18T20:25:23.126886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:23.126918] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:23.126947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:23.127004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:23.184695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:23.185564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:23.185716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:23.185765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:23.304976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:23.305123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:23.305163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:23.305192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:23.308443] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-18T20:25:23.308730] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-18T20:25:23.308850] [INFO ] [sig       ] KLXE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:23.446919] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KLXE.txt
[2025-12-18T20:25:23.447064] [INFO ] [sig       ] [1818/3568] Completed KLXE in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:23.447102] [INFO ] [sig       ] [1819/3568] Forecasting KMB...
[2025-12-18T20:25:23.447131] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-18T20:25:23.447162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-18T20:25:23.458870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-18T20:25:23.459210] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-18T20:25:23.460029] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-18T20:25:23.460082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:23.460120] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:23.460152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:23.460222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:23.516492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:23.517172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:23.517249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:23.517280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:23.637462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:23.637637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:23.637679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:23.637708] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:23.641117] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-18T20:25:23.641414] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-18T20:25:23.641546] [INFO ] [sig       ] KMB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:23.782902] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KMB.txt
[2025-12-18T20:25:23.783056] [INFO ] [sig       ] [1819/3568] Completed KMB in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:23.783096] [INFO ] [sig       ] [1820/3568] Forecasting KMDA...
[2025-12-18T20:25:23.783125] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-18T20:25:23.783156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-18T20:25:23.795085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-18T20:25:23.795514] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-18T20:25:23.796420] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-18T20:25:23.796477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:23.796509] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:23.796538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:23.796637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:23.854864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:23.855712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:23.855791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:23.855822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:23.979594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:23.979750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:23.979792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:23.979821] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:23.983475] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-18T20:25:23.983832] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-18T20:25:23.983973] [INFO ] [sig       ] KMDA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:24.124772] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KMDA.txt
[2025-12-18T20:25:24.124907] [INFO ] [sig       ] [1820/3568] Completed KMDA in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:24.124945] [INFO ] [sig       ] [1821/3568] Forecasting KMI...
[2025-12-18T20:25:24.124975] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-18T20:25:24.125005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-18T20:25:24.135900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-18T20:25:24.136208] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-18T20:25:24.137035] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-18T20:25:24.137087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:24.137120] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:24.137149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:24.137205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:24.194380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:24.195165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:24.195248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:24.195281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:24.315883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:24.316038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:24.316080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:24.316109] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:24.319565] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=93.40%)
[2025-12-18T20:25:24.319889] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-18T20:25:24.320023] [INFO ] [sig       ] KMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:24.461247] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KMI.txt
[2025-12-18T20:25:24.461444] [INFO ] [sig       ] [1821/3568] Completed KMI in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:24.461482] [INFO ] [sig       ] [1822/3568] Forecasting KMPB...
[2025-12-18T20:25:24.461511] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-18T20:25:24.461541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-18T20:25:24.473648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-18T20:25:24.474030] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-18T20:25:24.474888] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-18T20:25:24.474941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:24.474974] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:24.475002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:24.475066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:24.533488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:24.534347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:24.534427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:24.534459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:24.645998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:24.646155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:24.646206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:24.646242] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:24.649713] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=73.02%)
[2025-12-18T20:25:24.650002] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-18T20:25:24.650136] [INFO ] [sig       ] KMPB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:24.796748] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KMPB.txt
[2025-12-18T20:25:24.796884] [INFO ] [sig       ] [1822/3568] Completed KMPB in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:24.796923] [INFO ] [sig       ] [1823/3568] Forecasting KMX...
[2025-12-18T20:25:24.796952] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-18T20:25:24.796981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-18T20:25:24.808786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-18T20:25:24.809102] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-18T20:25:24.809868] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-18T20:25:24.809918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:24.809949] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:24.809975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:24.810031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:24.866644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:24.867308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:24.867384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:24.867415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:24.984562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:24.984728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:24.984768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:24.984795] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:24.988130] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-12-18T20:25:24.988397] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-18T20:25:24.988516] [INFO ] [sig       ] KMX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:25.128760] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KMX.txt
[2025-12-18T20:25:25.128889] [INFO ] [sig       ] [1823/3568] Completed KMX in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:25.128927] [INFO ] [sig       ] [1824/3568] Forecasting KN...
[2025-12-18T20:25:25.128956] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-18T20:25:25.128986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-18T20:25:25.141378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-18T20:25:25.141707] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-18T20:25:25.142478] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-18T20:25:25.142529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:25.142560] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:25.142606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:25.142669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:25.199540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:25.200482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:25.200605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:25.200641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:25.323751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:25.323909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:25.323949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:25.323978] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:25.327390] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-18T20:25:25.327751] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-18T20:25:25.327911] [INFO ] [sig       ] KN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:25.468322] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KN.txt
[2025-12-18T20:25:25.468469] [INFO ] [sig       ] [1824/3568] Completed KN in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:25.468508] [INFO ] [sig       ] [1825/3568] Forecasting KNF...
[2025-12-18T20:25:25.468537] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-18T20:25:25.468567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-18T20:25:25.479923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-18T20:25:25.480303] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-18T20:25:25.481111] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-18T20:25:25.481168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:25.481240] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:25.481276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:25.481352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:25.538486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:25.539337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:25.539415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:25.539448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:25.655184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:25.655349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:25.655391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:25.655418] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:25.658798] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=11.71%)
[2025-12-18T20:25:25.659082] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-18T20:25:25.659213] [INFO ] [sig       ] KNF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:25.799376] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KNF.txt
[2025-12-18T20:25:25.799517] [INFO ] [sig       ] [1825/3568] Completed KNF in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-18T20:25:25.799555] [INFO ] [sig       ] [1826/3568] Forecasting KNOP...
[2025-12-18T20:25:25.799602] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-18T20:25:25.799634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-18T20:25:25.811133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-18T20:25:25.811428] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-18T20:25:25.812195] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-18T20:25:25.812246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:25.812276] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:25.812302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:25.812357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:25.868860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:25.869633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:25.869713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:25.869745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:25.988917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:25.989100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:25.989143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:25.989171] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:25.992470] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-18T20:25:25.992753] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-18T20:25:25.992873] [INFO ] [sig       ] KNOP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:26.131930] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KNOP.txt
[2025-12-18T20:25:26.132060] [INFO ] [sig       ] [1826/3568] Completed KNOP in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-18T20:25:26.132098] [INFO ] [sig       ] [1827/3568] Forecasting KNSA...
[2025-12-18T20:25:26.132126] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-18T20:25:26.132158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-18T20:25:26.143131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-18T20:25:26.143407] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-18T20:25:26.144162] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-18T20:25:26.144224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:26.144262] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:26.144294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:26.144358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:26.201216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:26.202006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:26.202085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:26.202116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:26.322648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:26.322796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:26.322837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:26.322864] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:26.326145] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2025-12-18T20:25:26.326440] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-18T20:25:26.326564] [INFO ] [sig       ] KNSA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:26.467865] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KNSA.txt
[2025-12-18T20:25:26.468016] [INFO ] [sig       ] [1827/3568] Completed KNSA in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-18T20:25:26.468055] [INFO ] [sig       ] [1828/3568] Forecasting KNSL...
[2025-12-18T20:25:26.468083] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-18T20:25:26.468116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-18T20:25:26.480443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-18T20:25:26.480838] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-18T20:25:26.481644] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-18T20:25:26.481694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:26.481725] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:26.481750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:26.481805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:26.538409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:26.539342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:26.539424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:26.539455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:26.663886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:26.664038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:26.664079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:26.664144] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:26.667638] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=24.23%)
[2025-12-18T20:25:26.667944] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-18T20:25:26.668078] [INFO ] [sig       ] KNSL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:26.808825] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KNSL.txt
[2025-12-18T20:25:26.808955] [INFO ] [sig       ] [1828/3568] Completed KNSL in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-18T20:25:26.808994] [INFO ] [sig       ] [1829/3568] Forecasting KNTK...
[2025-12-18T20:25:26.809038] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-18T20:25:26.809071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-18T20:25:26.820966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-18T20:25:26.821246] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-18T20:25:26.822034] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-18T20:25:26.822087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:26.822119] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:26.822145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:26.822203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:26.879341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:26.880001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:26.880079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:26.880112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:26.997429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:26.997591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:26.997635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:26.997665] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:27.001018] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-18T20:25:27.001294] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-18T20:25:27.001416] [INFO ] [sig       ] KNTK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:27.140242] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KNTK.txt
[2025-12-18T20:25:27.140372] [INFO ] [sig       ] [1829/3568] Completed KNTK in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-18T20:25:27.140410] [INFO ] [sig       ] [1830/3568] Forecasting KNX...
[2025-12-18T20:25:27.140439] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-18T20:25:27.140469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-18T20:25:27.152170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-18T20:25:27.152441] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-18T20:25:27.153214] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-18T20:25:27.153280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:27.153326] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:27.153355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:27.153414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:27.211128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:27.211889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:27.211970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:27.212003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:27.334095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:27.334244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:27.334290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:27.334319] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:27.337567] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=31.21%)
[2025-12-18T20:25:27.337852] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-18T20:25:27.337974] [INFO ] [sig       ] KNX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:27.483997] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KNX.txt
[2025-12-18T20:25:27.484145] [INFO ] [sig       ] [1830/3568] Completed KNX in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-18T20:25:27.484184] [INFO ] [sig       ] [1831/3568] Forecasting KOD...
[2025-12-18T20:25:27.484213] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-18T20:25:27.484247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-18T20:25:27.495823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-18T20:25:27.496140] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-18T20:25:27.496900] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-18T20:25:27.496951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:27.496982] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:27.497008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:27.497062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:27.554759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:27.555386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:27.555464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:27.555496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:27.677787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:27.677939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:27.677981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:27.678009] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:27.681438] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2025-12-18T20:25:27.681732] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-18T20:25:27.681861] [INFO ] [sig       ] KOD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:27.821643] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KOD.txt
[2025-12-18T20:25:27.821772] [INFO ] [sig       ] [1831/3568] Completed KOD in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:27.821809] [INFO ] [sig       ] [1832/3568] Forecasting KODK...
[2025-12-18T20:25:27.821837] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-18T20:25:27.821867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-18T20:25:27.834439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-18T20:25:27.834755] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-18T20:25:27.835510] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-18T20:25:27.835560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:27.835619] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:27.835647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:27.835703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:27.892098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:27.892812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:27.892899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:27.892939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:28.015438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:28.015619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:28.015666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:28.015694] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:28.019219] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-18T20:25:28.019535] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-18T20:25:28.019686] [INFO ] [sig       ] KODK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:28.159483] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KODK.txt
[2025-12-18T20:25:28.159641] [INFO ] [sig       ] [1832/3568] Completed KODK in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:28.159685] [INFO ] [sig       ] [1833/3568] Forecasting KOF...
[2025-12-18T20:25:28.159715] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-18T20:25:28.159748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-18T20:25:28.171183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-18T20:25:28.171471] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-18T20:25:28.172259] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-18T20:25:28.172322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:28.172360] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:28.172392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:28.172452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:28.228335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:28.229044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:28.229129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:28.229161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:28.350074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:28.350235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:28.350284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:28.350321] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:28.353766] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-18T20:25:28.354043] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-18T20:25:28.354172] [INFO ] [sig       ] KOF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:28.550987] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KOF.txt
[2025-12-18T20:25:28.551129] [INFO ] [sig       ] [1833/3568] Completed KOF in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:28.551177] [INFO ] [sig       ] [1834/3568] Forecasting KOP...
[2025-12-18T20:25:28.551208] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-18T20:25:28.551242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-18T20:25:28.562988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-18T20:25:28.563342] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-18T20:25:28.564122] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-18T20:25:28.564173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:28.564205] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:28.564231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:28.564287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:28.622359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:28.623119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:28.623202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:28.623240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:28.746305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:28.746478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:28.746522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:28.746551] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:28.750164] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-12-18T20:25:28.750484] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-18T20:25:28.750636] [INFO ] [sig       ] KOP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:28.893497] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KOP.txt
[2025-12-18T20:25:28.893654] [INFO ] [sig       ] [1834/3568] Completed KOP in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:28.893696] [INFO ] [sig       ] [1835/3568] Forecasting KOPN...
[2025-12-18T20:25:28.893725] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-18T20:25:28.893755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-18T20:25:28.905915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-18T20:25:28.906248] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-18T20:25:28.907071] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-18T20:25:28.907124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:28.907156] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:28.907185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:28.907254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:28.965263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:28.966026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:28.966141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:28.966174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:29.088618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:29.088778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:29.088820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:29.088849] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:29.092291] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-12-18T20:25:29.092625] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-18T20:25:29.092780] [INFO ] [sig       ] KOPN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:29.233141] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KOPN.txt
[2025-12-18T20:25:29.233319] [INFO ] [sig       ] [1835/3568] Completed KOPN in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:29.233368] [INFO ] [sig       ] [1836/3568] Forecasting KOSS...
[2025-12-18T20:25:29.233405] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-18T20:25:29.233443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-18T20:25:29.245669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-18T20:25:29.246004] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-18T20:25:29.246837] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-18T20:25:29.246889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:29.246920] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:29.246947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:29.247004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:29.303748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:29.304620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:29.304703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:29.304734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:29.422936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:29.423090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:29.423133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:29.423163] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:29.426703] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-18T20:25:29.426995] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-18T20:25:29.427128] [INFO ] [sig       ] KOSS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:29.570895] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KOSS.txt
[2025-12-18T20:25:29.571049] [INFO ] [sig       ] [1836/3568] Completed KOSS in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:29.571089] [INFO ] [sig       ] [1837/3568] Forecasting KPRX...
[2025-12-18T20:25:29.571117] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-18T20:25:29.571146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-18T20:25:29.583097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-18T20:25:29.583506] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-18T20:25:29.584326] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-18T20:25:29.584389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:29.584427] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:29.584454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:29.584511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:29.642310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:29.643215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:29.643341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:29.643389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:29.772079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:29.772233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:29.772276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:29.772327] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:29.776053] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-18T20:25:29.776387] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-18T20:25:29.776534] [INFO ] [sig       ] KPRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:29.919625] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KPRX.txt
[2025-12-18T20:25:29.919766] [INFO ] [sig       ] [1837/3568] Completed KPRX in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:29.919806] [INFO ] [sig       ] [1838/3568] Forecasting KPTI...
[2025-12-18T20:25:29.919837] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-18T20:25:29.919866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-18T20:25:29.930702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-18T20:25:29.930975] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-18T20:25:29.931748] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-18T20:25:29.931800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:29.931832] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:29.931858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:29.931915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:29.988437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:29.989070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:29.989149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:29.989183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:30.109428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:30.109560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:30.109615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:30.109645] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:30.113063] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-18T20:25:30.113362] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-18T20:25:30.113499] [INFO ] [sig       ] KPTI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:30.254650] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KPTI.txt
[2025-12-18T20:25:30.254804] [INFO ] [sig       ] [1838/3568] Completed KPTI in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:30.254845] [INFO ] [sig       ] [1839/3568] Forecasting KRC...
[2025-12-18T20:25:30.254875] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-18T20:25:30.254905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-18T20:25:30.265911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-18T20:25:30.266190] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-18T20:25:30.266992] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-18T20:25:30.267043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:30.267074] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:30.267101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:30.267157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:30.324614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:30.325356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:30.325452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:30.325485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:30.448989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:30.449163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:30.449204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:30.449234] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:30.452664] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=35.17%)
[2025-12-18T20:25:30.452941] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-18T20:25:30.453067] [INFO ] [sig       ] KRC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:30.594084] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KRC.txt
[2025-12-18T20:25:30.594241] [INFO ] [sig       ] [1839/3568] Completed KRC in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:30.594281] [INFO ] [sig       ] [1840/3568] Forecasting KREF...
[2025-12-18T20:25:30.594312] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-18T20:25:30.594344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-18T20:25:30.606197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-18T20:25:30.606498] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-18T20:25:30.607284] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-18T20:25:30.607339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:30.607373] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:30.607400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:30.607457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:30.663147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:30.663773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:30.663850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:30.663881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:30.780124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:30.780275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:30.780324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:30.780358] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:30.783724] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-18T20:25:30.783993] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-18T20:25:30.784113] [INFO ] [sig       ] KREF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:30.927585] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KREF.txt
[2025-12-18T20:25:30.927728] [INFO ] [sig       ] [1840/3568] Completed KREF in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:30.927766] [INFO ] [sig       ] [1841/3568] Forecasting KRG...
[2025-12-18T20:25:30.927795] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-18T20:25:30.927825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-18T20:25:30.938980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-18T20:25:30.939280] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-18T20:25:30.940093] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-18T20:25:30.940144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:30.940187] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:30.940214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:30.940270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:30.996945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:30.997603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:30.997688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:30.997720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:31.118041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:31.118180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:31.118220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:31.118248] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:31.121701] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=91.98%)
[2025-12-18T20:25:31.121968] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-18T20:25:31.122088] [INFO ] [sig       ] KRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:31.262086] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KRG.txt
[2025-12-18T20:25:31.262238] [INFO ] [sig       ] [1841/3568] Completed KRG in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:31.262275] [INFO ] [sig       ] [1842/3568] Forecasting KRMD...
[2025-12-18T20:25:31.262305] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-18T20:25:31.262335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-18T20:25:31.274874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-18T20:25:31.275423] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-18T20:25:31.276414] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-18T20:25:31.276465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:31.276524] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:31.276551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:31.276636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:31.333919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:31.334779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:31.334858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:31.334889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:31.453919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:31.454051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:31.454091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:31.454119] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:31.457333] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-18T20:25:31.457636] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-18T20:25:31.457760] [INFO ] [sig       ] KRMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:31.594546] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KRMD.txt
[2025-12-18T20:25:31.594716] [INFO ] [sig       ] [1842/3568] Completed KRMD in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-18T20:25:31.594756] [INFO ] [sig       ] [1843/3568] Forecasting KRNY...
[2025-12-18T20:25:31.594784] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-18T20:25:31.594814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-18T20:25:31.605942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-18T20:25:31.606321] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-18T20:25:31.607099] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-18T20:25:31.607151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:31.607182] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:31.607208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:31.607264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:31.666945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:31.667788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:31.667869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:31.667901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:31.787712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:31.787869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:31.787910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:31.787938] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:31.791258] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2025-12-18T20:25:31.791536] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-18T20:25:31.791680] [INFO ] [sig       ] KRNY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:31.932081] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KRNY.txt
[2025-12-18T20:25:31.932233] [INFO ] [sig       ] [1843/3568] Completed KRNY in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-18T20:25:31.932272] [INFO ] [sig       ] [1844/3568] Forecasting KRO...
[2025-12-18T20:25:31.932304] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-18T20:25:31.932341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-18T20:25:31.943929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-18T20:25:31.944265] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-18T20:25:31.945064] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-18T20:25:31.945115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:31.945147] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:31.945174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:31.945229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:32.002129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:32.002999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:32.003079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:32.003111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:32.118055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:32.118194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:32.118234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:32.118262] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:32.121547] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-12-18T20:25:32.121830] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-18T20:25:32.121951] [INFO ] [sig       ] KRO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:32.261248] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KRO.txt
[2025-12-18T20:25:32.261380] [INFO ] [sig       ] [1844/3568] Completed KRO in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-18T20:25:32.261426] [INFO ] [sig       ] [1845/3568] Forecasting KROS...
[2025-12-18T20:25:32.261460] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-18T20:25:32.261505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-18T20:25:32.273235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-18T20:25:32.273517] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-18T20:25:32.274274] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-18T20:25:32.274332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:32.274370] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:32.274402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:32.274469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:32.331669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:32.332513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:32.332610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:32.332645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:32.455526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:32.455682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:32.455723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:32.455780] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:32.458997] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-18T20:25:32.459296] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-18T20:25:32.459419] [INFO ] [sig       ] KROS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:32.598550] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KROS.txt
[2025-12-18T20:25:32.598721] [INFO ] [sig       ] [1845/3568] Completed KROS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-18T20:25:32.598761] [INFO ] [sig       ] [1846/3568] Forecasting KRP...
[2025-12-18T20:25:32.598789] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-18T20:25:32.598820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-18T20:25:32.610419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-18T20:25:32.610773] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-18T20:25:32.611521] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-18T20:25:32.611589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:32.611623] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:32.611649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:32.611704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:32.668965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:32.669887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:32.669969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:32.670001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:32.790832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:32.790991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:32.791043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:32.791080] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:32.794460] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-18T20:25:32.794761] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-18T20:25:32.794883] [INFO ] [sig       ] KRP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:32.937131] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KRP.txt
[2025-12-18T20:25:32.937263] [INFO ] [sig       ] [1846/3568] Completed KRP in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-18T20:25:32.937302] [INFO ] [sig       ] [1847/3568] Forecasting KRRO...
[2025-12-18T20:25:32.937332] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-18T20:25:32.937367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-18T20:25:32.948816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-18T20:25:32.949124] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-18T20:25:32.949913] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-18T20:25:32.949964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:32.949995] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:32.950021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:32.950078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:33.008371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:33.009033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:33.009113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:33.009146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:33.135726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:33.135864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:33.135905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:33.135934] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:33.139415] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2025-12-18T20:25:33.139728] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-18T20:25:33.139857] [INFO ] [sig       ] KRRO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:33.282513] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KRRO.txt
[2025-12-18T20:25:33.282662] [INFO ] [sig       ] [1847/3568] Completed KRRO in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-18T20:25:33.282702] [INFO ] [sig       ] [1848/3568] Forecasting KRUS...
[2025-12-18T20:25:33.282730] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-18T20:25:33.282760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-18T20:25:33.294328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-18T20:25:33.294696] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-18T20:25:33.295436] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-18T20:25:33.295487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:33.295518] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:33.295544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:33.295646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:33.353570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:33.354299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:33.354385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:33.354425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:33.470475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:33.470648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:33.470691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:33.470736] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:33.474141] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: DOWN (p=16.03%)
[2025-12-18T20:25:33.474427] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-18T20:25:33.474554] [INFO ] [sig       ] KRUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:33.615294] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KRUS.txt
[2025-12-18T20:25:33.615439] [INFO ] [sig       ] [1848/3568] Completed KRUS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-18T20:25:33.615478] [INFO ] [sig       ] [1849/3568] Forecasting KRYS...
[2025-12-18T20:25:33.615506] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-18T20:25:33.615536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-18T20:25:33.627447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-18T20:25:33.627776] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-18T20:25:33.628608] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-18T20:25:33.628662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:33.628694] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:33.628722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:33.628779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:33.687081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:33.687850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:33.687931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:33.687965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:33.812564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:33.812734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:33.812777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:33.812805] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:33.816176] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-18T20:25:33.816493] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-18T20:25:33.816652] [INFO ] [sig       ] KRYS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:33.957648] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KRYS.txt
[2025-12-18T20:25:33.957794] [INFO ] [sig       ] [1849/3568] Completed KRYS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:33.957835] [INFO ] [sig       ] [1850/3568] Forecasting KSCP...
[2025-12-18T20:25:33.957865] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-18T20:25:33.957897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-18T20:25:33.972697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-18T20:25:33.973067] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-18T20:25:33.973931] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-18T20:25:33.973987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:33.974021] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:33.974048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:33.974106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:34.032473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:34.033212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:34.033293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:34.033342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:34.154663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:34.154816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:34.154858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:34.154888] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:34.158334] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2025-12-18T20:25:34.158634] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-18T20:25:34.158764] [INFO ] [sig       ] KSCP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:34.297972] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KSCP.txt
[2025-12-18T20:25:34.298107] [INFO ] [sig       ] [1850/3568] Completed KSCP in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:34.298145] [INFO ] [sig       ] [1851/3568] Forecasting KSPI...
[2025-12-18T20:25:34.298175] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-18T20:25:34.298205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-18T20:25:34.310289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-18T20:25:34.310633] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-18T20:25:34.311437] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-18T20:25:34.311492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:34.311525] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:34.311550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:34.311625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:34.370189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:34.370907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:34.370986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:34.371018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:34.494163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:34.494312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:34.494355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:34.494385] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:34.497879] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=15.84%)
[2025-12-18T20:25:34.498160] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-18T20:25:34.498287] [INFO ] [sig       ] KSPI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:34.637546] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KSPI.txt
[2025-12-18T20:25:34.637704] [INFO ] [sig       ] [1851/3568] Completed KSPI in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:34.637743] [INFO ] [sig       ] [1852/3568] Forecasting KSS...
[2025-12-18T20:25:34.637771] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-18T20:25:34.637802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-18T20:25:34.649722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-18T20:25:34.650042] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-18T20:25:34.650879] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-18T20:25:34.650931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:34.650963] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:34.650993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:34.651064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:34.708037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:34.708782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:34.708888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:34.708921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:34.837511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:34.837718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:34.837777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:34.837807] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:34.841376] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-18T20:25:34.841734] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-18T20:25:34.841864] [INFO ] [sig       ] KSS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:34.987012] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KSS.txt
[2025-12-18T20:25:34.987149] [INFO ] [sig       ] [1852/3568] Completed KSS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:34.987186] [INFO ] [sig       ] [1853/3568] Forecasting KTB...
[2025-12-18T20:25:34.987215] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-18T20:25:34.987245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-18T20:25:34.998987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-18T20:25:34.999343] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-18T20:25:35.000147] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-18T20:25:35.000199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:35.000229] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:35.000255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:35.000309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:35.059206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:35.060122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:35.060206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:35.060239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:35.184312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:35.184463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:35.184504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:35.184532] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:35.187893] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=71.55%)
[2025-12-18T20:25:35.188164] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-18T20:25:35.188288] [INFO ] [sig       ] KTB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:35.327372] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KTB.txt
[2025-12-18T20:25:35.327511] [INFO ] [sig       ] [1853/3568] Completed KTB in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:35.327549] [INFO ] [sig       ] [1854/3568] Forecasting KTCC...
[2025-12-18T20:25:35.327594] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-18T20:25:35.327627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-18T20:25:35.338898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-18T20:25:35.339281] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-18T20:25:35.340119] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-18T20:25:35.340184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:35.340216] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:35.340242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:35.340299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:35.400597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:35.401380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:35.401467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:35.401500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:35.513472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:35.513656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:35.513708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:35.513739] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:35.517202] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: UP (p=67.62%)
[2025-12-18T20:25:35.517483] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-18T20:25:35.517623] [INFO ] [sig       ] KTCC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:35.660523] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KTCC.txt
[2025-12-18T20:25:35.660672] [INFO ] [sig       ] [1854/3568] Completed KTCC in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:35.660710] [INFO ] [sig       ] [1855/3568] Forecasting KTF...
[2025-12-18T20:25:35.660738] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-18T20:25:35.660767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-18T20:25:35.672727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-18T20:25:35.673103] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-18T20:25:35.673949] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-18T20:25:35.674001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:35.674031] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:35.674057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:35.674112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:35.731322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:35.732208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:35.732292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:35.732325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:35.853758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:35.853910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:35.853952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:35.853982] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:35.857447] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=61.29%)
[2025-12-18T20:25:35.857749] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-18T20:25:35.857879] [INFO ] [sig       ] KTF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:35.998364] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KTF.txt
[2025-12-18T20:25:35.998531] [INFO ] [sig       ] [1855/3568] Completed KTF in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:35.998586] [INFO ] [sig       ] [1856/3568] Forecasting KTOS...
[2025-12-18T20:25:35.998618] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-18T20:25:35.998649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-18T20:25:36.010213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-18T20:25:36.010569] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-18T20:25:36.011345] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-18T20:25:36.011398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:36.011436] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:36.011468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:36.011537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:36.069804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:36.070681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:36.070765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:36.070798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:36.190403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:36.190563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:36.190624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:36.190653] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:36.193938] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=30.56%)
[2025-12-18T20:25:36.194210] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-18T20:25:36.194332] [INFO ] [sig       ] KTOS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:36.340197] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KTOS.txt
[2025-12-18T20:25:36.340355] [INFO ] [sig       ] [1856/3568] Completed KTOS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:36.340395] [INFO ] [sig       ] [1857/3568] Forecasting KURA...
[2025-12-18T20:25:36.340426] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-18T20:25:36.340461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-18T20:25:36.352650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-18T20:25:36.353027] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-18T20:25:36.353877] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-18T20:25:36.353930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:36.353963] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:36.353991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:36.354049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:36.411662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:36.412534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:36.412651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:36.412687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:36.535607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:36.535759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:36.535801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:36.535830] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:36.539349] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=43.41%)
[2025-12-18T20:25:36.539713] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-18T20:25:36.539844] [INFO ] [sig       ] KURA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:36.680041] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KURA.txt
[2025-12-18T20:25:36.680206] [INFO ] [sig       ] [1857/3568] Completed KURA in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:36.680261] [INFO ] [sig       ] [1858/3568] Forecasting KVHI...
[2025-12-18T20:25:36.680292] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-18T20:25:36.680323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-18T20:25:36.691191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-18T20:25:36.691524] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-18T20:25:36.692316] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-18T20:25:36.692367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:36.692399] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:36.692426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:36.692482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:36.750314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:36.751042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:36.751123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:36.751156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:36.866554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:36.866726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:36.866768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:36.866798] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:36.870268] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=62.16%)
[2025-12-18T20:25:36.870552] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-18T20:25:36.870699] [INFO ] [sig       ] KVHI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:37.012852] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KVHI.txt
[2025-12-18T20:25:37.012998] [INFO ] [sig       ] [1858/3568] Completed KVHI in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:37.013037] [INFO ] [sig       ] [1859/3568] Forecasting KVUE...
[2025-12-18T20:25:37.013067] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-18T20:25:37.013096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-18T20:25:37.025215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-18T20:25:37.025603] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-18T20:25:37.026373] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-18T20:25:37.026425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:37.026489] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:37.026516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:37.026587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:37.083899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:37.084839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:37.084931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:37.084964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:37.200382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:37.200544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:37.200606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:37.200638] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:37.204168] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-12-18T20:25:37.204517] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-18T20:25:37.204678] [INFO ] [sig       ] KVUE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:37.348525] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KVUE.txt
[2025-12-18T20:25:37.348702] [INFO ] [sig       ] [1859/3568] Completed KVUE in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:37.348751] [INFO ] [sig       ] [1860/3568] Forecasting KVYO...
[2025-12-18T20:25:37.348783] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-18T20:25:37.348812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-18T20:25:37.360411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-18T20:25:37.360729] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-18T20:25:37.361496] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-18T20:25:37.361546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:37.361597] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:37.361626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:37.361683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:37.417623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:37.418436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:37.418517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:37.418548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:37.542052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:37.542196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:37.542237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:37.542265] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:37.545602] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-18T20:25:37.545872] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-18T20:25:37.545994] [INFO ] [sig       ] KVYO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:37.687994] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KVYO.txt
[2025-12-18T20:25:37.688132] [INFO ] [sig       ] [1860/3568] Completed KVYO in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-18T20:25:37.688177] [INFO ] [sig       ] [1861/3568] Forecasting KYN...
[2025-12-18T20:25:37.688208] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-18T20:25:37.688236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-18T20:25:37.700359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-18T20:25:37.700699] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-18T20:25:37.701455] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-18T20:25:37.701515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:37.701553] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:37.701608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:37.701674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:37.757914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:37.758621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:37.758702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:37.758735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:37.877411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:37.877600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:37.877643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:37.877673] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:37.881114] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-18T20:25:37.881454] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-18T20:25:37.881610] [INFO ] [sig       ] KYN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:38.017931] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/KYN.txt
[2025-12-18T20:25:38.018083] [INFO ] [sig       ] [1861/3568] Completed KYN in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-18T20:25:38.018121] [INFO ] [sig       ] [1862/3568] Forecasting KYTX...
[2025-12-18T20:25:38.018151] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-18T20:25:38.018182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-18T20:25:38.030195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-18T20:25:38.030518] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-18T20:25:38.031289] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-18T20:25:38.031340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:38.031370] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:38.031396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:38.031456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:38.086859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:38.087693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:38.087775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:38.087807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:38.202290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:38.202442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:38.202482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:38.202562] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:38.205932] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-18T20:25:38.206200] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-18T20:25:38.206320] [INFO ] [sig       ] KYTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:38.344264] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KYTX.txt
[2025-12-18T20:25:38.344389] [INFO ] [sig       ] [1862/3568] Completed KYTX in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-18T20:25:38.344427] [INFO ] [sig       ] [1863/3568] Forecasting KZIA...
[2025-12-18T20:25:38.344458] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-18T20:25:38.344494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-18T20:25:38.356011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-18T20:25:38.356280] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-18T20:25:38.357050] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-18T20:25:38.357100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:38.357131] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:38.357157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:38.357214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:38.413391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:38.414028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:38.414103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:38.414134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:38.531442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:38.531615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:38.531658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:38.531685] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:38.535005] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-18T20:25:38.535272] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-18T20:25:38.535391] [INFO ] [sig       ] KZIA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:38.675022] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/KZIA.txt
[2025-12-18T20:25:38.675176] [INFO ] [sig       ] [1863/3568] Completed KZIA in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-18T20:25:38.675215] [INFO ] [sig       ] [1864/3568] Forecasting L...
[2025-12-18T20:25:38.675246] [INFO ] [sig       ] Generating forecast for: L
[2025-12-18T20:25:38.675275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-18T20:25:38.687323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-18T20:25:38.687623] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-18T20:25:38.688360] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-18T20:25:38.688411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:38.688442] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:38.688467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:38.688527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:38.745957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:38.746701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:38.746781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:38.746813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:38.866364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:38.866501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:38.866548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:38.866605] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:38.869929] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-12-18T20:25:38.870193] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-18T20:25:38.870311] [INFO ] [sig       ] L: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:39.011187] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/L.txt
[2025-12-18T20:25:39.011318] [INFO ] [sig       ] [1864/3568] Completed L in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-18T20:25:39.011358] [INFO ] [sig       ] [1865/3568] Forecasting LAB...
[2025-12-18T20:25:39.011388] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-18T20:25:39.011420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-18T20:25:39.023271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-18T20:25:39.023538] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-18T20:25:39.024292] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-18T20:25:39.024343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:39.024384] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:39.024412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:39.024471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:39.083482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:39.084355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:39.084440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:39.084472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:39.205445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:39.205610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:39.205651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:39.205679] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:39.208963] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2025-12-18T20:25:39.209273] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-18T20:25:39.209399] [INFO ] [sig       ] LAB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:39.349384] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LAB.txt
[2025-12-18T20:25:39.349509] [INFO ] [sig       ] [1865/3568] Completed LAB in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-18T20:25:39.349553] [INFO ] [sig       ] [1866/3568] Forecasting LAC...
[2025-12-18T20:25:39.349611] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-18T20:25:39.349648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-18T20:25:39.361070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-18T20:25:39.361334] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-18T20:25:39.362095] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-18T20:25:39.362145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:39.362177] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:39.362203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:39.362259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:39.429221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:39.429986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:39.430072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:39.430103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:39.552913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:39.553057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:39.553096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:39.553124] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:39.556417] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=66.66%)
[2025-12-18T20:25:39.556706] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-18T20:25:39.556829] [INFO ] [sig       ] LAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:39.694643] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LAC.txt
[2025-12-18T20:25:39.694779] [INFO ] [sig       ] [1866/3568] Completed LAC in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-18T20:25:39.694818] [INFO ] [sig       ] [1867/3568] Forecasting LAD...
[2025-12-18T20:25:39.694848] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-18T20:25:39.694878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-18T20:25:39.706013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-18T20:25:39.706307] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-18T20:25:39.707102] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-18T20:25:39.707153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:39.707184] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:39.707210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:39.707266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:39.767085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:39.767982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:39.768068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:39.768101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:39.884784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:39.884937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:39.884977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:39.885005] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:39.888401] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-12-18T20:25:39.888699] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-18T20:25:39.888829] [INFO ] [sig       ] LAD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:40.029191] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LAD.txt
[2025-12-18T20:25:40.029323] [INFO ] [sig       ] [1867/3568] Completed LAD in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:40.029360] [INFO ] [sig       ] [1868/3568] Forecasting LAES...
[2025-12-18T20:25:40.029389] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-18T20:25:40.029418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-18T20:25:40.040914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-18T20:25:40.041216] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-18T20:25:40.041972] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-18T20:25:40.042023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:40.042054] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:40.042080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:40.042136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:40.097482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:40.098378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:40.098461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:40.098493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:40.213951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:40.214104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:40.214144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:40.214173] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:40.218101] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2025-12-18T20:25:40.218390] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-18T20:25:40.218529] [INFO ] [sig       ] LAES: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:40.362458] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LAES.txt
[2025-12-18T20:25:40.362643] [INFO ] [sig       ] [1868/3568] Completed LAES in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:40.362704] [INFO ] [sig       ] [1869/3568] Forecasting LAKE...
[2025-12-18T20:25:40.362737] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-18T20:25:40.362768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-18T20:25:40.375130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-18T20:25:40.375402] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-18T20:25:40.376241] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-18T20:25:40.376293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:40.376325] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:40.376352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:40.376409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:40.433900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:40.434708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:40.434844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:40.434879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:40.552259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:40.552403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:40.552444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:40.552472] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:40.555881] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=63.08%)
[2025-12-18T20:25:40.556150] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-18T20:25:40.556273] [INFO ] [sig       ] LAKE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:40.694724] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LAKE.txt
[2025-12-18T20:25:40.694849] [INFO ] [sig       ] [1869/3568] Completed LAKE in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:40.694887] [INFO ] [sig       ] [1870/3568] Forecasting LAND...
[2025-12-18T20:25:40.694916] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-18T20:25:40.694946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-18T20:25:40.706315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-18T20:25:40.706625] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-18T20:25:40.707385] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-18T20:25:40.707436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:40.707467] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:40.707494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:40.707563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:40.766046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:40.766845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:40.766925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:40.766958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:40.888650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:40.888795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:40.888836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:40.888865] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:40.892151] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=75.58%)
[2025-12-18T20:25:40.892418] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-18T20:25:40.892555] [INFO ] [sig       ] LAND: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:41.030921] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LAND.txt
[2025-12-18T20:25:41.031071] [INFO ] [sig       ] [1870/3568] Completed LAND in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:41.031111] [INFO ] [sig       ] [1871/3568] Forecasting LANDO...
[2025-12-18T20:25:41.031142] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-18T20:25:41.031171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-18T20:25:41.042401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-18T20:25:41.042747] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-18T20:25:41.043525] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-18T20:25:41.043604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:41.043643] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:41.043671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:41.043727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:41.100404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:41.101104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:41.101181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:41.101213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:41.214528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:41.214730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:41.214777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:41.214806] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:41.218451] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-18T20:25:41.218763] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-18T20:25:41.218894] [INFO ] [sig       ] LANDO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:41.365408] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LANDO.txt
[2025-12-18T20:25:41.365548] [INFO ] [sig       ] [1871/3568] Completed LANDO in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:41.365605] [INFO ] [sig       ] [1872/3568] Forecasting LANDP...
[2025-12-18T20:25:41.365637] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-18T20:25:41.365666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-18T20:25:41.376932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-18T20:25:41.377217] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-18T20:25:41.378029] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-18T20:25:41.378080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:41.378111] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:41.378138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:41.378194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:41.435632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:41.436466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:41.436547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:41.436603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:41.555548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:41.555725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:41.555770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:41.555816] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:41.559239] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-18T20:25:41.559515] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-18T20:25:41.559663] [INFO ] [sig       ] LANDP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:41.701999] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LANDP.txt
[2025-12-18T20:25:41.702135] [INFO ] [sig       ] [1872/3568] Completed LANDP in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:41.702174] [INFO ] [sig       ] [1873/3568] Forecasting LASE...
[2025-12-18T20:25:41.702203] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-18T20:25:41.702233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-18T20:25:41.713796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-18T20:25:41.714092] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-18T20:25:41.714860] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-18T20:25:41.714910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:41.714940] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:41.714966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:41.715022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:41.770930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:41.771788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:41.771868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:41.771899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:41.889923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:41.890079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:41.890120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:41.890147] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:41.893519] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: UP (p=80.78%)
[2025-12-18T20:25:41.893818] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-18T20:25:41.893947] [INFO ] [sig       ] LASE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:42.033365] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LASE.txt
[2025-12-18T20:25:42.033519] [INFO ] [sig       ] [1873/3568] Completed LASE in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:42.033559] [INFO ] [sig       ] [1874/3568] Forecasting LAZ...
[2025-12-18T20:25:42.033612] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-18T20:25:42.033642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-18T20:25:42.045873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-18T20:25:42.046194] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-18T20:25:42.046957] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-18T20:25:42.047008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:42.047040] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:42.047066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:42.047122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:42.103269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:42.104146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:42.104243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:42.104277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:42.224060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:42.224207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:42.224248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:42.224276] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:42.227552] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-18T20:25:42.227836] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-18T20:25:42.227957] [INFO ] [sig       ] LAZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:42.366612] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LAZ.txt
[2025-12-18T20:25:42.366754] [INFO ] [sig       ] [1874/3568] Completed LAZ in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:42.366793] [INFO ] [sig       ] [1875/3568] Forecasting LBRDA...
[2025-12-18T20:25:42.366822] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-18T20:25:42.366852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-18T20:25:42.378210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-18T20:25:42.378491] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-18T20:25:42.379326] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-18T20:25:42.379378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:42.379409] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:42.379435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:42.379490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:42.436019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:42.436846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:42.436924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:42.436955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:42.559125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:42.559286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:42.559332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:42.559360] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:42.562955] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=24.56%)
[2025-12-18T20:25:42.563311] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-18T20:25:42.563459] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:42.703303] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LBRDA.txt
[2025-12-18T20:25:42.703434] [INFO ] [sig       ] [1875/3568] Completed LBRDA in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:42.703472] [INFO ] [sig       ] [1876/3568] Forecasting LBRDK...
[2025-12-18T20:25:42.703502] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-18T20:25:42.703531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-18T20:25:42.715029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-18T20:25:42.715319] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-18T20:25:42.716110] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-18T20:25:42.716186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:42.716229] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:42.716257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:42.716315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:42.774324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:42.774932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:42.775009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:42.775040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:42.896244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:42.896381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:42.896421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:42.896448] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:42.899696] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=30.70%)
[2025-12-18T20:25:42.899966] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-18T20:25:42.900090] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:43.038110] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LBRDK.txt
[2025-12-18T20:25:43.038255] [INFO ] [sig       ] [1876/3568] Completed LBRDK in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:43.038294] [INFO ] [sig       ] [1877/3568] Forecasting LBTYA...
[2025-12-18T20:25:43.038324] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-18T20:25:43.038353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-18T20:25:43.050367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-18T20:25:43.050745] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-18T20:25:43.051602] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-18T20:25:43.051656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:43.051687] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:43.051714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:43.051772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:43.108739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:43.114236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:43.114354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:43.114387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:43.249729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:43.249920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:43.249981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:43.250021] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:43.254873] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=57.54%)
[2025-12-18T20:25:43.255345] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-18T20:25:43.255549] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:43.461692] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LBTYA.txt
[2025-12-18T20:25:43.461914] [INFO ] [sig       ] [1877/3568] Completed LBTYA in 0.4s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-18T20:25:43.461987] [INFO ] [sig       ] [1878/3568] Forecasting LBTYK...
[2025-12-18T20:25:43.462041] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-18T20:25:43.462092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-18T20:25:43.478614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-18T20:25:43.479129] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-18T20:25:43.480032] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-18T20:25:43.480087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:43.480119] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:43.480146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:43.480204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:43.560087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:43.561184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:43.561313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:43.561353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:43.730271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:43.730478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:43.730545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:43.730616] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:43.735744] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-18T20:25:43.736328] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-18T20:25:43.736550] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:43.960623] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LBTYK.txt
[2025-12-18T20:25:43.960831] [INFO ] [sig       ] [1878/3568] Completed LBTYK in 0.5s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-18T20:25:43.960885] [INFO ] [sig       ] [1879/3568] Forecasting LC...
[2025-12-18T20:25:43.960931] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-18T20:25:43.960970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-18T20:25:43.979464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-18T20:25:43.980001] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-18T20:25:43.981016] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-18T20:25:43.981076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:43.981111] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:43.981140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:43.981198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:44.060665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:44.061888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:44.061999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:44.062043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:44.228874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:44.229107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:44.229220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:44.229271] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:44.234515] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=75.20%)
[2025-12-18T20:25:44.235046] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-18T20:25:44.235247] [INFO ] [sig       ] LC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:44.387437] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LC.txt
[2025-12-18T20:25:44.387616] [INFO ] [sig       ] [1879/3568] Completed LC in 0.4s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-18T20:25:44.387659] [INFO ] [sig       ] [1880/3568] Forecasting LCFY...
[2025-12-18T20:25:44.387696] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-18T20:25:44.387727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-18T20:25:44.398560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-18T20:25:44.398917] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-18T20:25:44.399862] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-18T20:25:44.399913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:44.399945] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:44.399972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:44.400028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:44.455107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:44.456078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:44.456184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:44.456222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:44.565303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:44.565454] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:25:44.565498] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:44.565527] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:44.568901] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-18T20:25:44.569200] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-18T20:25:44.569328] [INFO ] [sig       ] LCFY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:44.707253] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LCFY.txt
[2025-12-18T20:25:44.707372] [INFO ] [sig       ] [1880/3568] Completed LCFY in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-18T20:25:44.707410] [INFO ] [sig       ] [1881/3568] Forecasting LCID...
[2025-12-18T20:25:44.707440] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-18T20:25:44.707469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-18T20:25:44.718818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-18T20:25:44.719144] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-18T20:25:44.719914] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-18T20:25:44.719964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:44.719995] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:44.720022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:44.720078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:44.776214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:44.776977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:44.777059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:44.777092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:44.905155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:44.905313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:44.905357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:44.905387] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:44.908960] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-18T20:25:44.909398] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-18T20:25:44.909604] [INFO ] [sig       ] LCID: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:45.054695] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LCID.txt
[2025-12-18T20:25:45.054845] [INFO ] [sig       ] [1881/3568] Completed LCID in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-18T20:25:45.054886] [INFO ] [sig       ] [1882/3568] Forecasting LCII...
[2025-12-18T20:25:45.054917] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-18T20:25:45.054948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-18T20:25:45.066368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-18T20:25:45.066782] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-18T20:25:45.067615] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-18T20:25:45.067680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:45.067723] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:45.067763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:45.067840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:45.128320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:45.129256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:45.129347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:45.129380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:45.249819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:45.249971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:45.250015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:45.250044] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:45.253388] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-12-18T20:25:45.253682] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-18T20:25:45.253809] [INFO ] [sig       ] LCII: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:45.407938] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LCII.txt
[2025-12-18T20:25:45.408098] [INFO ] [sig       ] [1882/3568] Completed LCII in 0.4s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-18T20:25:45.408139] [INFO ] [sig       ] [1883/3568] Forecasting LCNB...
[2025-12-18T20:25:45.408201] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-18T20:25:45.408234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-18T20:25:45.420107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-18T20:25:45.420452] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-18T20:25:45.421275] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-18T20:25:45.421333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:45.421368] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:45.421397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:45.421456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:45.480433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:45.481259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:45.481343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:45.481377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:45.593085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:45.593237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:45.593284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:45.593338] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:45.596665] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-18T20:25:45.596940] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-18T20:25:45.597066] [INFO ] [sig       ] LCNB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:45.734364] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LCNB.txt
[2025-12-18T20:25:45.734495] [INFO ] [sig       ] [1883/3568] Completed LCNB in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-18T20:25:45.734533] [INFO ] [sig       ] [1884/3568] Forecasting LDI...
[2025-12-18T20:25:45.734563] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-18T20:25:45.734610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-18T20:25:45.745973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-18T20:25:45.746240] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-18T20:25:45.747003] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-18T20:25:45.747054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:45.747085] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:45.747112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:45.747168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:45.802263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:45.803046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:45.803125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:45.803156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:45.918132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:45.918288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:45.918332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:45.918361] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:45.921741] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2025-12-18T20:25:45.922019] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-18T20:25:45.922143] [INFO ] [sig       ] LDI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:46.061392] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LDI.txt
[2025-12-18T20:25:46.061555] [INFO ] [sig       ] [1884/3568] Completed LDI in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-18T20:25:46.061613] [INFO ] [sig       ] [1885/3568] Forecasting LDOS...
[2025-12-18T20:25:46.061646] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-18T20:25:46.061683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-18T20:25:46.074234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-18T20:25:46.074627] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-18T20:25:46.075382] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-18T20:25:46.075432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:46.075463] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:46.075489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:46.075546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:46.135509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:46.136417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:46.136520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:46.136608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:46.257439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:46.257618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:46.257662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:46.257691] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:46.261358] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=39.16%)
[2025-12-18T20:25:46.261893] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-18T20:25:46.262032] [INFO ] [sig       ] LDOS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:46.404567] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LDOS.txt
[2025-12-18T20:25:46.404748] [INFO ] [sig       ] [1885/3568] Completed LDOS in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:46.404786] [INFO ] [sig       ] [1886/3568] Forecasting LDP...
[2025-12-18T20:25:46.404818] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-18T20:25:46.404847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-18T20:25:46.419266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-18T20:25:46.419715] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-18T20:25:46.420560] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-18T20:25:46.420637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:46.420676] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:46.420710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:46.420813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:46.486788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:46.487873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:46.488198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:46.488242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:46.622722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:46.622877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:46.622921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:46.622949] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:46.626355] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-18T20:25:46.626691] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-18T20:25:46.626824] [INFO ] [sig       ] LDP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:46.769038] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LDP.txt
[2025-12-18T20:25:46.769194] [INFO ] [sig       ] [1886/3568] Completed LDP in 0.4s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:46.769235] [INFO ] [sig       ] [1887/3568] Forecasting LDSF...
[2025-12-18T20:25:46.769264] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-18T20:25:46.769296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-18T20:25:46.781018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-18T20:25:46.781377] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-18T20:25:46.782152] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-18T20:25:46.782202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:46.782233] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:46.782273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:46.782330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:46.838467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:46.839376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:46.839472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:46.839506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:46.950600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:46.950753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:46.950794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:46.950822] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:46.954146] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=57.47%)
[2025-12-18T20:25:46.954430] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-18T20:25:46.954557] [INFO ] [sig       ] LDSF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:47.094249] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LDSF.txt
[2025-12-18T20:25:47.094399] [INFO ] [sig       ] [1887/3568] Completed LDSF in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:47.094438] [INFO ] [sig       ] [1888/3568] Forecasting LE...
[2025-12-18T20:25:47.094468] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-18T20:25:47.094499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-18T20:25:47.105891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-18T20:25:47.106423] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-18T20:25:47.107384] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-18T20:25:47.107435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:47.107467] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:47.107494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:47.107550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:47.163426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:47.164305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:47.164392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:47.164425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:47.288195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:47.288353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:47.288395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:47.288424] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:47.291927] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=19.70%)
[2025-12-18T20:25:47.292215] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-18T20:25:47.292345] [INFO ] [sig       ] LE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:47.434558] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LE.txt
[2025-12-18T20:25:47.434738] [INFO ] [sig       ] [1888/3568] Completed LE in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:47.434779] [INFO ] [sig       ] [1889/3568] Forecasting LEA...
[2025-12-18T20:25:47.434810] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-18T20:25:47.434841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-18T20:25:47.446338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-18T20:25:47.446709] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-18T20:25:47.447500] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-18T20:25:47.447560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:47.447622] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:47.447651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:47.447708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:47.508240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:47.509165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:47.509248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:47.509281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:47.627537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:47.627715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:47.627765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:47.627794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:47.631263] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-12-18T20:25:47.631568] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-18T20:25:47.631720] [INFO ] [sig       ] LEA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:47.771507] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LEA.txt
[2025-12-18T20:25:47.771644] [INFO ] [sig       ] [1889/3568] Completed LEA in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:47.771684] [INFO ] [sig       ] [1890/3568] Forecasting LECO...
[2025-12-18T20:25:47.771713] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-18T20:25:47.771742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-18T20:25:47.783079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-18T20:25:47.783370] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-18T20:25:47.784187] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-18T20:25:47.784241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:47.784273] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:47.784301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:47.784359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:47.842910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:47.843523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:47.843620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:47.843653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:47.959744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:47.959865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:47.959903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:47.959931] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:47.963090] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: UP (p=82.18%)
[2025-12-18T20:25:47.963357] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-18T20:25:47.963483] [INFO ] [sig       ] LECO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:48.102707] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LECO.txt
[2025-12-18T20:25:48.102848] [INFO ] [sig       ] [1890/3568] Completed LECO in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:48.102889] [INFO ] [sig       ] [1891/3568] Forecasting LEG...
[2025-12-18T20:25:48.102920] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-18T20:25:48.102957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-18T20:25:48.114773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-18T20:25:48.115139] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-18T20:25:48.115973] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-18T20:25:48.116026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:48.116058] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:48.116086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:48.116335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:48.178890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:48.179601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:48.179684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:48.179725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:48.306471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:48.306652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:48.306697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:48.306728] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:48.310228] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=64.44%)
[2025-12-18T20:25:48.310519] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-18T20:25:48.310667] [INFO ] [sig       ] LEG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:48.451483] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LEG.txt
[2025-12-18T20:25:48.451632] [INFO ] [sig       ] [1891/3568] Completed LEG in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:48.451671] [INFO ] [sig       ] [1892/3568] Forecasting LEGH...
[2025-12-18T20:25:48.451701] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-18T20:25:48.451733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-18T20:25:48.463627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-18T20:25:48.463930] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-18T20:25:48.464704] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-18T20:25:48.464754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:48.464785] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:48.464811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:48.464866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:48.520353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:48.521041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:48.521119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:48.521150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:48.636901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:48.637052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:48.637094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:48.637122] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:48.640396] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=89.15%)
[2025-12-18T20:25:48.640686] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-18T20:25:48.640809] [INFO ] [sig       ] LEGH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:48.777211] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LEGH.txt
[2025-12-18T20:25:48.777347] [INFO ] [sig       ] [1892/3568] Completed LEGH in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:48.777386] [INFO ] [sig       ] [1893/3568] Forecasting LEGN...
[2025-12-18T20:25:48.777415] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-18T20:25:48.777444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-18T20:25:48.789349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-18T20:25:48.789724] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-18T20:25:48.790677] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-18T20:25:48.790727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:48.790758] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:48.790785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:48.790842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:48.847243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:48.848034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:48.848119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:48.848151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:48.966750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:48.966910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:48.966953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:48.966982] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:48.970376] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-18T20:25:48.970671] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-18T20:25:48.970797] [INFO ] [sig       ] LEGN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:49.108934] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LEGN.txt
[2025-12-18T20:25:49.109115] [INFO ] [sig       ] [1893/3568] Completed LEGN in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:49.109157] [INFO ] [sig       ] [1894/3568] Forecasting LEN...
[2025-12-18T20:25:49.109186] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-18T20:25:49.109217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-18T20:25:49.122269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-18T20:25:49.122602] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-18T20:25:49.123362] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-18T20:25:49.123412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:49.123444] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:49.123469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:49.123524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:49.180898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:49.181706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:49.181788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:49.181822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:49.312005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:49.312184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:49.312242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:49.312272] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:49.316025] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-18T20:25:49.316317] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-18T20:25:49.316448] [INFO ] [sig       ] LEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:49.455454] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LEN.txt
[2025-12-18T20:25:49.455635] [INFO ] [sig       ] [1894/3568] Completed LEN in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:49.455688] [INFO ] [sig       ] [1895/3568] Forecasting LENZ...
[2025-12-18T20:25:49.455717] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-18T20:25:49.455747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-18T20:25:49.467263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-18T20:25:49.467642] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-18T20:25:49.468428] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-18T20:25:49.468478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:49.468508] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:49.468534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:49.468612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:49.525626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:49.526552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:49.526686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:49.526730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:49.645356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:49.645516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:49.645559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:49.645611] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:49.648930] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-18T20:25:49.649228] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-18T20:25:49.649357] [INFO ] [sig       ] LENZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:49.787643] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LENZ.txt
[2025-12-18T20:25:49.787779] [INFO ] [sig       ] [1895/3568] Completed LENZ in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-18T20:25:49.787817] [INFO ] [sig       ] [1896/3568] Forecasting LEO...
[2025-12-18T20:25:49.787848] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-18T20:25:49.787879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-18T20:25:49.800173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-18T20:25:49.800475] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-18T20:25:49.801403] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-18T20:25:49.801470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:49.801507] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:49.801536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:49.801622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:49.862515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:49.863382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:49.863465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:49.863500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:49.985691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:49.985882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:49.985927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:49.985957] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:49.989291] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2025-12-18T20:25:49.989565] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-18T20:25:49.989708] [INFO ] [sig       ] LEO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:50.129021] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LEO.txt
[2025-12-18T20:25:50.129171] [INFO ] [sig       ] [1896/3568] Completed LEO in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-18T20:25:50.129211] [INFO ] [sig       ] [1897/3568] Forecasting LESL...
[2025-12-18T20:25:50.129240] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-18T20:25:50.129270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-18T20:25:50.140270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-18T20:25:50.140561] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-18T20:25:50.141375] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-18T20:25:50.141425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:50.141457] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:50.141483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:50.141539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:50.200169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:50.200870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:50.200956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:50.200988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:50.324834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:50.324970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:50.325012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:50.325040] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:50.328368] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=41.35%)
[2025-12-18T20:25:50.328654] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-18T20:25:50.328779] [INFO ] [sig       ] LESL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:50.470949] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LESL.txt
[2025-12-18T20:25:50.471098] [INFO ] [sig       ] [1897/3568] Completed LESL in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-18T20:25:50.471138] [INFO ] [sig       ] [1898/3568] Forecasting LEVI...
[2025-12-18T20:25:50.471167] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-18T20:25:50.471197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-18T20:25:50.482415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-18T20:25:50.482718] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-18T20:25:50.483465] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-18T20:25:50.483516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:50.483547] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:50.483592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:50.483652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:50.552870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:50.553740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:50.553825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:50.553858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:50.675805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:50.675959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:50.676001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:50.676029] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:50.679344] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-12-18T20:25:50.679628] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-18T20:25:50.679760] [INFO ] [sig       ] LEVI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:50.816531] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LEVI.txt
[2025-12-18T20:25:50.816672] [INFO ] [sig       ] [1898/3568] Completed LEVI in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-18T20:25:50.816711] [INFO ] [sig       ] [1899/3568] Forecasting LFMD...
[2025-12-18T20:25:50.816740] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-18T20:25:50.816769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-18T20:25:50.828564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-18T20:25:50.828858] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-18T20:25:50.829850] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-18T20:25:50.829911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:50.829949] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:50.829979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:50.830035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:50.886956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:50.887644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:50.887724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:50.887758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:51.012004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:51.012159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:51.012202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:51.012230] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:51.015505] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-18T20:25:51.015807] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-18T20:25:51.015947] [INFO ] [sig       ] LFMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:51.157110] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LFMD.txt
[2025-12-18T20:25:51.157244] [INFO ] [sig       ] [1899/3568] Completed LFMD in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-18T20:25:51.157310] [INFO ] [sig       ] [1900/3568] Forecasting LFUS...
[2025-12-18T20:25:51.157340] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-18T20:25:51.157370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-18T20:25:51.168039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-18T20:25:51.168322] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-18T20:25:51.169101] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-18T20:25:51.169162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:51.169193] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:51.169220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:51.169276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:51.225054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:51.225834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:51.225914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:51.225945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:51.351185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:51.351337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:51.351380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:51.351408] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:51.354807] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2025-12-18T20:25:51.355123] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-18T20:25:51.355250] [INFO ] [sig       ] LFUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:51.495376] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LFUS.txt
[2025-12-18T20:25:51.495512] [INFO ] [sig       ] [1900/3568] Completed LFUS in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-18T20:25:51.495550] [INFO ] [sig       ] [1901/3568] Forecasting LFVN...
[2025-12-18T20:25:51.495599] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-18T20:25:51.495630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-18T20:25:51.506866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-18T20:25:51.507184] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-18T20:25:51.507980] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-18T20:25:51.508031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:51.508062] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:51.508088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:51.508144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:51.566241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:51.567217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:51.567305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:51.567340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:51.686338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:51.686492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:51.686534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:51.686561] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:51.689923] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2025-12-18T20:25:51.690194] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-18T20:25:51.690319] [INFO ] [sig       ] LFVN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:51.830425] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LFVN.txt
[2025-12-18T20:25:51.830553] [INFO ] [sig       ] [1901/3568] Completed LFVN in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-18T20:25:51.830610] [INFO ] [sig       ] [1902/3568] Forecasting LGCL...
[2025-12-18T20:25:51.830640] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-18T20:25:51.830669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-18T20:25:51.841888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-18T20:25:51.842207] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-18T20:25:51.843019] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-18T20:25:51.843070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:51.843103] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:51.843131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:51.843189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:51.905964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:51.906834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:51.906924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:51.906957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:52.017607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:52.017758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:52.017800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:52.017828] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:52.025335] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=41.44%)
[2025-12-18T20:25:52.025735] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-18T20:25:52.025886] [INFO ] [sig       ] LGCL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:52.163461] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LGCL.txt
[2025-12-18T20:25:52.163617] [INFO ] [sig       ] [1902/3568] Completed LGCL in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:52.163664] [INFO ] [sig       ] [1903/3568] Forecasting LGI...
[2025-12-18T20:25:52.163695] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-18T20:25:52.163724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-18T20:25:52.177190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-18T20:25:52.177483] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-18T20:25:52.178307] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-18T20:25:52.178360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:52.178393] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:52.178462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:52.178529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:52.238603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:52.239257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:52.239352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:52.239387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:52.355730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:52.355871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:52.355910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:52.355938] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:52.359187] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-18T20:25:52.359462] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-18T20:25:52.359600] [INFO ] [sig       ] LGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:52.498554] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LGI.txt
[2025-12-18T20:25:52.498694] [INFO ] [sig       ] [1903/3568] Completed LGI in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:52.498740] [INFO ] [sig       ] [1904/3568] Forecasting LGIH...
[2025-12-18T20:25:52.498770] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-18T20:25:52.498799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-18T20:25:52.510178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-18T20:25:52.510451] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-18T20:25:52.511230] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-18T20:25:52.511280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:52.511310] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:52.511336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:52.511391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:52.572927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:52.573799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:52.573878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:52.573910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:52.705967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:52.706126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:52.706171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:52.706201] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:52.709721] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-18T20:25:52.710026] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-18T20:25:52.710154] [INFO ] [sig       ] LGIH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:52.868444] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LGIH.txt
[2025-12-18T20:25:52.868599] [INFO ] [sig       ] [1904/3568] Completed LGIH in 0.4s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:52.868640] [INFO ] [sig       ] [1905/3568] Forecasting LGND...
[2025-12-18T20:25:52.868669] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-18T20:25:52.868699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-18T20:25:52.880719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-18T20:25:52.881106] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-18T20:25:52.881927] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-18T20:25:52.881980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:52.882013] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:52.882041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:52.882098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:52.940402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:52.941207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:52.941293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:52.941327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:53.066244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:53.066402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:53.066446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:53.066475] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:53.069993] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-18T20:25:53.070299] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-18T20:25:53.070431] [INFO ] [sig       ] LGND: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:53.213520] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LGND.txt
[2025-12-18T20:25:53.213699] [INFO ] [sig       ] [1905/3568] Completed LGND in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:53.213741] [INFO ] [sig       ] [1906/3568] Forecasting LH...
[2025-12-18T20:25:53.213771] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-18T20:25:53.213802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-18T20:25:53.225143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-18T20:25:53.225497] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-18T20:25:53.226282] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-18T20:25:53.226335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:53.226366] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:53.226391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:53.226446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:53.286892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:53.287762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:53.287846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:53.287882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:53.416958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:53.417125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:53.417177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:53.417208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:53.420748] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=29.96%)
[2025-12-18T20:25:53.421044] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-18T20:25:53.421188] [INFO ] [sig       ] LH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:53.567614] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LH.txt
[2025-12-18T20:25:53.567761] [INFO ] [sig       ] [1906/3568] Completed LH in 0.4s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:53.567803] [INFO ] [sig       ] [1907/3568] Forecasting LHX...
[2025-12-18T20:25:53.567839] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-18T20:25:53.567888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-18T20:25:53.579602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-18T20:25:53.579957] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-18T20:25:53.580780] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-18T20:25:53.580840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:53.580879] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:53.580913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:53.580982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:53.641805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:53.642764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:53.642848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:53.642881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:53.775936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:53.776095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:53.776157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:53.776187] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:53.779715] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-12-18T20:25:53.780035] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-18T20:25:53.780170] [INFO ] [sig       ] LHX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:53.926007] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LHX.txt
[2025-12-18T20:25:53.926152] [INFO ] [sig       ] [1907/3568] Completed LHX in 0.4s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:53.926194] [INFO ] [sig       ] [1908/3568] Forecasting LI...
[2025-12-18T20:25:53.926224] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-18T20:25:53.926255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-18T20:25:53.938540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-18T20:25:53.938956] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-18T20:25:53.939840] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-18T20:25:53.939902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:53.939938] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:53.939976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:53.940047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:53.995635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:53.996494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:53.996600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:53.996634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:54.121337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:54.121554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:54.121691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:54.121752] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:54.125684] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=28.64%)
[2025-12-18T20:25:54.126040] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-18T20:25:54.126367] [INFO ] [sig       ] LI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:54.273974] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LI.txt
[2025-12-18T20:25:54.274118] [INFO ] [sig       ] [1908/3568] Completed LI in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:54.274156] [INFO ] [sig       ] [1909/3568] Forecasting LICN...
[2025-12-18T20:25:54.274185] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-18T20:25:54.274214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-18T20:25:54.285228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-18T20:25:54.285558] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-18T20:25:54.286333] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-18T20:25:54.286384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:54.286415] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:54.286441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:54.286497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:54.348640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:54.349507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:54.349627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:54.349664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:54.472715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:54.472870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:54.472916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:54.472945] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:54.476258] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-18T20:25:54.476529] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-18T20:25:54.476674] [INFO ] [sig       ] LICN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:54.617609] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LICN.txt
[2025-12-18T20:25:54.617738] [INFO ] [sig       ] [1909/3568] Completed LICN in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:54.617777] [INFO ] [sig       ] [1910/3568] Forecasting LIF...
[2025-12-18T20:25:54.617805] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-18T20:25:54.617835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-18T20:25:54.629165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-18T20:25:54.629488] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-18T20:25:54.630285] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-18T20:25:54.630336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:54.630367] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:54.630395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:54.630452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:54.689684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:54.690493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:54.690569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:54.690620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:54.818471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:54.818666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:54.818718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:54.818749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:54.823794] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-12-18T20:25:54.824248] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-18T20:25:54.824417] [INFO ] [sig       ] LIF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:54.969869] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LIF.txt
[2025-12-18T20:25:54.970001] [INFO ] [sig       ] [1910/3568] Completed LIF in 0.4s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:54.970039] [INFO ] [sig       ] [1911/3568] Forecasting LII...
[2025-12-18T20:25:54.970068] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-18T20:25:54.970098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-18T20:25:54.982066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-18T20:25:54.982378] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-18T20:25:54.983205] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-18T20:25:54.983256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:54.983299] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:54.983326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:54.983383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:55.039879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:55.040888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:55.040968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:55.041000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:55.159179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:55.159325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:55.159366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:55.159394] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:55.163031] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-12-18T20:25:55.163303] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-18T20:25:55.163426] [INFO ] [sig       ] LII: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:55.303024] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LII.txt
[2025-12-18T20:25:55.303151] [INFO ] [sig       ] [1911/3568] Completed LII in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:55.303189] [INFO ] [sig       ] [1912/3568] Forecasting LILA...
[2025-12-18T20:25:55.303216] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-18T20:25:55.303246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-18T20:25:55.315320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-18T20:25:55.315638] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-18T20:25:55.316389] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-18T20:25:55.316439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:55.316469] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:55.316495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:55.316551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:55.372705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:55.373306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:55.373381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:55.373412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:55.490414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:55.490550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:55.490606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:55.490634] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:55.493905] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2025-12-18T20:25:55.494169] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-18T20:25:55.494289] [INFO ] [sig       ] LILA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:55.644242] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LILA.txt
[2025-12-18T20:25:55.644384] [INFO ] [sig       ] [1912/3568] Completed LILA in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-18T20:25:55.644422] [INFO ] [sig       ] [1913/3568] Forecasting LILAK...
[2025-12-18T20:25:55.644450] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-18T20:25:55.644480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-18T20:25:55.655432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-18T20:25:55.655746] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-18T20:25:55.656517] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-18T20:25:55.656587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:55.656621] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:55.656647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:55.656709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:55.712740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:55.713355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:55.713431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:55.713462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:55.836058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:55.836213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:55.836254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:55.836282] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:55.839606] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-18T20:25:55.839873] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-18T20:25:55.839993] [INFO ] [sig       ] LILAK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:55.979357] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LILAK.txt
[2025-12-18T20:25:55.979484] [INFO ] [sig       ] [1913/3568] Completed LILAK in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-18T20:25:55.979522] [INFO ] [sig       ] [1914/3568] Forecasting LIN...
[2025-12-18T20:25:55.979551] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-18T20:25:55.979598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-18T20:25:55.990493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-18T20:25:55.990786] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-18T20:25:55.991532] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-18T20:25:55.991599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:55.991632] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:55.991659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:55.991715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:56.049094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:56.049835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:56.049913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:56.049945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:56.164075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:56.164223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:56.164264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:56.164292] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:56.167558] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-12-18T20:25:56.167847] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-18T20:25:56.167968] [INFO ] [sig       ] LIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:56.309670] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LIN.txt
[2025-12-18T20:25:56.309796] [INFO ] [sig       ] [1914/3568] Completed LIN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-18T20:25:56.309834] [INFO ] [sig       ] [1915/3568] Forecasting LINC...
[2025-12-18T20:25:56.309870] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-18T20:25:56.309901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-18T20:25:56.320981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-18T20:25:56.321263] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-18T20:25:56.322236] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-18T20:25:56.322289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:56.322320] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:56.322346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:56.322402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:56.378825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:56.379711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:56.379788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:56.379819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:56.494764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:56.494910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:56.494954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:56.494981] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:56.498239] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-12-18T20:25:56.498508] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-18T20:25:56.498648] [INFO ] [sig       ] LINC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:56.638825] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LINC.txt
[2025-12-18T20:25:56.638960] [INFO ] [sig       ] [1915/3568] Completed LINC in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-18T20:25:56.638998] [INFO ] [sig       ] [1916/3568] Forecasting LIND...
[2025-12-18T20:25:56.639073] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-18T20:25:56.639108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-18T20:25:56.650696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-18T20:25:56.650997] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-18T20:25:56.651976] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-18T20:25:56.652027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:56.652057] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:56.652083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:56.652139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:56.711695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:56.712561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:56.712658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:56.712692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:56.844266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:56.844433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:56.844489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:56.844530] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:56.849440] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-12-18T20:25:56.849787] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-18T20:25:56.849925] [INFO ] [sig       ] LIND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:57.020991] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LIND.txt
[2025-12-18T20:25:57.021356] [INFO ] [sig       ] [1916/3568] Completed LIND in 0.4s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-18T20:25:57.021443] [INFO ] [sig       ] [1917/3568] Forecasting LINE...
[2025-12-18T20:25:57.021475] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-18T20:25:57.021504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-18T20:25:57.032818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-18T20:25:57.033168] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-18T20:25:57.033960] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-18T20:25:57.034012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:57.034043] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:57.034069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:57.034125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:57.091513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:57.092473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:57.092615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:57.092652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:57.222780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:57.222950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:57.223005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:57.223046] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:57.228048] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=50.44%)
[2025-12-18T20:25:57.228394] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-18T20:25:57.228756] [INFO ] [sig       ] LINE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:57.370206] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LINE.txt
[2025-12-18T20:25:57.370359] [INFO ] [sig       ] [1917/3568] Completed LINE in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-18T20:25:57.370397] [INFO ] [sig       ] [1918/3568] Forecasting LINK...
[2025-12-18T20:25:57.370427] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-18T20:25:57.370458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-18T20:25:57.381169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-18T20:25:57.381511] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-18T20:25:57.382297] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-18T20:25:57.382348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:57.382379] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:57.382405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:57.382462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:57.441355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:57.442220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:57.442310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:57.442344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:57.562028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:57.562213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:57.562278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:57.562340] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:57.565981] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-18T20:25:57.566284] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-18T20:25:57.566431] [INFO ] [sig       ] LINK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:57.717821] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LINK.txt
[2025-12-18T20:25:57.717979] [INFO ] [sig       ] [1918/3568] Completed LINK in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-18T20:25:57.718020] [INFO ] [sig       ] [1919/3568] Forecasting LITE...
[2025-12-18T20:25:57.718052] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-18T20:25:57.718083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-18T20:25:57.730940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-18T20:25:57.731410] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-18T20:25:57.732229] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-18T20:25:57.732281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:57.732314] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:57.732342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:57.732399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:57.794732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:57.795706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:57.795797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:57.795830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:57.925159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:57.925318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:57.925362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:57.925391] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:57.928799] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=85.70%)
[2025-12-18T20:25:57.929107] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-18T20:25:57.929237] [INFO ] [sig       ] LITE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:58.084606] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LITE.txt
[2025-12-18T20:25:58.084776] [INFO ] [sig       ] [1919/3568] Completed LITE in 0.4s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-18T20:25:58.084816] [INFO ] [sig       ] [1920/3568] Forecasting LITM...
[2025-12-18T20:25:58.084846] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-18T20:25:58.084876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-18T20:25:58.096905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-18T20:25:58.097242] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-18T20:25:58.098110] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-18T20:25:58.098164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:58.098195] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:58.098256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:58.098329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:58.158755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:58.159887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:58.159972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:58.160031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:58.287049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:58.287201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:58.287243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:58.287271] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:58.291343] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-18T20:25:58.291647] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-18T20:25:58.291775] [INFO ] [sig       ] LITM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:58.439451] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LITM.txt
[2025-12-18T20:25:58.439608] [INFO ] [sig       ] [1920/3568] Completed LITM in 0.4s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-18T20:25:58.439650] [INFO ] [sig       ] [1921/3568] Forecasting LIVN...
[2025-12-18T20:25:58.439681] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-18T20:25:58.439710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-18T20:25:58.451426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-18T20:25:58.451806] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-18T20:25:58.452660] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-18T20:25:58.452722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:58.452756] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:58.452793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:58.452873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:58.514857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:58.515809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:58.515912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:58.515964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:58.641531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:58.641699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:58.641770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:58.641807] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:58.645388] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=67.46%)
[2025-12-18T20:25:58.645689] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-18T20:25:58.645837] [INFO ] [sig       ] LIVN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:58.783243] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LIVN.txt
[2025-12-18T20:25:58.783374] [INFO ] [sig       ] [1921/3568] Completed LIVN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-18T20:25:58.783412] [INFO ] [sig       ] [1922/3568] Forecasting LKFN...
[2025-12-18T20:25:58.783441] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-18T20:25:58.783471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-18T20:25:58.794506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-18T20:25:58.794828] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-18T20:25:58.795594] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-18T20:25:58.795645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:58.795676] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:58.795713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:58.795771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:58.855125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:58.855972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:58.856051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:58.856082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:58.974118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:58.974274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:58.974315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:58.974344] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:58.977785] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2025-12-18T20:25:58.978076] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-18T20:25:58.978205] [INFO ] [sig       ] LKFN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:59.119680] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LKFN.txt
[2025-12-18T20:25:59.119851] [INFO ] [sig       ] [1922/3568] Completed LKFN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-18T20:25:59.119907] [INFO ] [sig       ] [1923/3568] Forecasting LKQ...
[2025-12-18T20:25:59.119942] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-18T20:25:59.119973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-18T20:25:59.132306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-18T20:25:59.132718] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-18T20:25:59.133551] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-18T20:25:59.133631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:59.133668] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:59.133705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:59.133782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:59.192222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:59.193117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:59.193216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:59.193256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:59.311499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:59.311664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:59.311706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:59.311734] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:59.315731] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-18T20:25:59.316010] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-18T20:25:59.316137] [INFO ] [sig       ] LKQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:25:59.462299] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LKQ.txt
[2025-12-18T20:25:59.462436] [INFO ] [sig       ] [1923/3568] Completed LKQ in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-18T20:25:59.462474] [INFO ] [sig       ] [1924/3568] Forecasting LLY...
[2025-12-18T20:25:59.462504] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-18T20:25:59.462533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-18T20:25:59.474384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-18T20:25:59.474711] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-18T20:25:59.475497] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-18T20:25:59.475549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:59.475598] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:59.475627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:59.475684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:59.530807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:59.531431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:59.531507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:59.531538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:59.654937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:59.655103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:59.655149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:59.655178] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:59.658642] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=59.99%)
[2025-12-18T20:25:59.658911] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-18T20:25:59.659069] [INFO ] [sig       ] LLY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:25:59.797426] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LLY.txt
[2025-12-18T20:25:59.797600] [INFO ] [sig       ] [1924/3568] Completed LLY in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-18T20:25:59.797642] [INFO ] [sig       ] [1925/3568] Forecasting LMB...
[2025-12-18T20:25:59.797673] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-18T20:25:59.797702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-18T20:25:59.809855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-18T20:25:59.810222] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-18T20:25:59.811007] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-18T20:25:59.811067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:25:59.811098] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:25:59.811124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:25:59.811180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:25:59.866486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:25:59.867303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:25:59.867381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:25:59.867413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:25:59.985531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:25:59.985703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:25:59.985745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:25:59.985774] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:25:59.989344] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-18T20:25:59.989661] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-18T20:25:59.989789] [INFO ] [sig       ] LMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:00.135778] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LMB.txt
[2025-12-18T20:26:00.135936] [INFO ] [sig       ] [1925/3568] Completed LMB in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-18T20:26:00.135974] [INFO ] [sig       ] [1926/3568] Forecasting LMBS...
[2025-12-18T20:26:00.136004] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-18T20:26:00.136034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-18T20:26:00.148045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-18T20:26:00.148388] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-18T20:26:00.149221] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-18T20:26:00.149273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:00.149304] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:00.149331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:00.149386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:00.207218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:00.208002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:00.208086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:00.208119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:00.328764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:00.328887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:00.328932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:00.328965] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:00.332982] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-12-18T20:26:00.333311] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-18T20:26:00.333454] [INFO ] [sig       ] LMBS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:00.482175] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LMBS.txt
[2025-12-18T20:26:00.482320] [INFO ] [sig       ] [1926/3568] Completed LMBS in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-18T20:26:00.482361] [INFO ] [sig       ] [1927/3568] Forecasting LMND...
[2025-12-18T20:26:00.482392] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-18T20:26:00.482420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-18T20:26:00.494472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-18T20:26:00.494865] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-18T20:26:00.495860] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-18T20:26:00.495910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:00.495941] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:00.495968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:00.496038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:00.555301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:00.556094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:00.556185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:00.556219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:00.675544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:00.675667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:00.675710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:00.675740] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:00.679045] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-18T20:26:00.679329] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-18T20:26:00.679455] [INFO ] [sig       ] LMND: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:00.820230] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LMND.txt
[2025-12-18T20:26:00.820365] [INFO ] [sig       ] [1927/3568] Completed LMND in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-18T20:26:00.820407] [INFO ] [sig       ] [1928/3568] Forecasting LNC...
[2025-12-18T20:26:00.820439] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-18T20:26:00.820469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-18T20:26:00.831537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-18T20:26:00.831845] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-18T20:26:00.832630] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-18T20:26:00.832682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:00.832714] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:00.832741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:00.832798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:00.890981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:00.891791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:00.891877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:00.891909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:01.025759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:01.025913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:01.025954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:01.025983] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:01.029942] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-18T20:26:01.030293] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-18T20:26:01.030438] [INFO ] [sig       ] LNC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:01.172597] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LNC.txt
[2025-12-18T20:26:01.172801] [INFO ] [sig       ] [1928/3568] Completed LNC in 0.4s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-18T20:26:01.172842] [INFO ] [sig       ] [1929/3568] Forecasting LND...
[2025-12-18T20:26:01.172873] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-18T20:26:01.172903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-18T20:26:01.184207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-18T20:26:01.184489] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-18T20:26:01.185331] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-18T20:26:01.185381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:01.185412] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:01.185438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:01.185494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:01.241555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:01.242215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:01.242291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:01.242322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:01.358755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:01.358923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:01.358976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:01.359045] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:01.362674] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=48.14%)
[2025-12-18T20:26:01.362986] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-18T20:26:01.363124] [INFO ] [sig       ] LND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:01.517607] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LND.txt
[2025-12-18T20:26:01.517816] [INFO ] [sig       ] [1929/3568] Completed LND in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-18T20:26:01.517882] [INFO ] [sig       ] [1930/3568] Forecasting LNG...
[2025-12-18T20:26:01.517928] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-18T20:26:01.517965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-18T20:26:01.532844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-18T20:26:01.533219] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-18T20:26:01.534104] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-18T20:26:01.534170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:01.534213] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:01.534253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:01.534531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:01.593907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:01.594738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:01.594855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:01.594890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:01.728965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:01.729162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:01.729213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:01.729243] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:01.732629] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=33.96%)
[2025-12-18T20:26:01.732926] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-18T20:26:01.733057] [INFO ] [sig       ] LNG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:01.873452] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LNG.txt
[2025-12-18T20:26:01.873633] [INFO ] [sig       ] [1930/3568] Completed LNG in 0.4s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-18T20:26:01.873675] [INFO ] [sig       ] [1931/3568] Forecasting LNKB...
[2025-12-18T20:26:01.873704] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-18T20:26:01.873735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-18T20:26:01.885038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-18T20:26:01.885395] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-18T20:26:01.886204] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-18T20:26:01.886255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:01.886286] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:01.886311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:01.886367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:01.950843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:01.952014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:01.952112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:01.952149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:02.073770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:02.073988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:02.074034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:02.074063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:02.077890] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-18T20:26:02.078302] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-18T20:26:02.078469] [INFO ] [sig       ] LNKB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:02.219561] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LNKB.txt
[2025-12-18T20:26:02.219728] [INFO ] [sig       ] [1931/3568] Completed LNKB in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-18T20:26:02.219767] [INFO ] [sig       ] [1932/3568] Forecasting LNN...
[2025-12-18T20:26:02.219798] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-18T20:26:02.219827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-18T20:26:02.232899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-18T20:26:02.233263] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-18T20:26:02.234074] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-18T20:26:02.234126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:02.234158] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:02.234185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:02.234242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:02.293008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:02.293707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:02.293787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:02.293820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:02.413170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:02.413328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:02.413372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:02.413400] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:02.416771] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=89.21%)
[2025-12-18T20:26:02.417048] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-18T20:26:02.417175] [INFO ] [sig       ] LNN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:02.554148] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LNN.txt
[2025-12-18T20:26:02.554291] [INFO ] [sig       ] [1932/3568] Completed LNN in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-18T20:26:02.554330] [INFO ] [sig       ] [1933/3568] Forecasting LNTH...
[2025-12-18T20:26:02.554360] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-18T20:26:02.554390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-18T20:26:02.565904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-18T20:26:02.566277] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-18T20:26:02.567057] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-18T20:26:02.567108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:02.567140] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:02.567167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:02.567223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:02.625692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:02.626463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:02.626542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:02.626592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:02.748737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:02.748918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:02.748960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:02.748990] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:02.752464] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-18T20:26:02.752760] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-18T20:26:02.752888] [INFO ] [sig       ] LNTH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:02.889186] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LNTH.txt
[2025-12-18T20:26:02.889342] [INFO ] [sig       ] [1933/3568] Completed LNTH in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-18T20:26:02.889382] [INFO ] [sig       ] [1934/3568] Forecasting LNZA...
[2025-12-18T20:26:02.889412] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-18T20:26:02.889443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-18T20:26:02.900541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-18T20:26:02.900843] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-18T20:26:02.901615] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-18T20:26:02.901666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:02.901697] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:02.901724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:02.901781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:02.957861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:02.958675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:02.958754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:02.958785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:03.071215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:03.071366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:03.071406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:03.071434] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:03.074698] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-12-18T20:26:03.074968] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-18T20:26:03.075092] [INFO ] [sig       ] LNZA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:03.211609] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LNZA.txt
[2025-12-18T20:26:03.211742] [INFO ] [sig       ] [1934/3568] Completed LNZA in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-18T20:26:03.211782] [INFO ] [sig       ] [1935/3568] Forecasting LOAN...
[2025-12-18T20:26:03.211813] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-18T20:26:03.211843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-18T20:26:03.223855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-18T20:26:03.224195] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-18T20:26:03.224965] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-18T20:26:03.225026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:03.225059] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:03.225086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:03.225142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:03.281899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:03.282498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:03.282591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:03.282625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:03.386536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:03.386709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:03.386755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:03.386783] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:03.390086] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-12-18T20:26:03.390354] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-18T20:26:03.390473] [INFO ] [sig       ] LOAN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:03.531598] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LOAN.txt
[2025-12-18T20:26:03.531759] [INFO ] [sig       ] [1935/3568] Completed LOAN in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-18T20:26:03.531797] [INFO ] [sig       ] [1936/3568] Forecasting LOB...
[2025-12-18T20:26:03.531826] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-18T20:26:03.531856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-18T20:26:03.543698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-18T20:26:03.544060] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-18T20:26:03.544855] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-18T20:26:03.544905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:03.544938] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:03.544965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:03.545022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:03.602401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:03.603223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:03.603303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:03.603524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:03.726146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:03.726276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:03.726320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:03.726349] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:03.729588] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-12-18T20:26:03.729853] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-18T20:26:03.729972] [INFO ] [sig       ] LOB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:03.867348] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LOB.txt
[2025-12-18T20:26:03.867466] [INFO ] [sig       ] [1936/3568] Completed LOB in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-18T20:26:03.867502] [INFO ] [sig       ] [1937/3568] Forecasting LOCO...
[2025-12-18T20:26:03.867530] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-18T20:26:03.867560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-18T20:26:03.879042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-18T20:26:03.879320] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-18T20:26:03.880123] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-18T20:26:03.880176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:03.880241] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:03.880277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:03.880339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:03.937630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:03.938374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:03.938453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:03.938484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:04.056511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:04.056679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:04.056723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:04.056752] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:04.060020] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-12-18T20:26:04.060285] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-18T20:26:04.060404] [INFO ] [sig       ] LOCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:04.199234] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LOCO.txt
[2025-12-18T20:26:04.199547] [INFO ] [sig       ] [1937/3568] Completed LOCO in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-18T20:26:04.199602] [INFO ] [sig       ] [1938/3568] Forecasting LOGI...
[2025-12-18T20:26:04.199633] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-18T20:26:04.199662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-18T20:26:04.211117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-18T20:26:04.211383] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-18T20:26:04.212144] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-18T20:26:04.212194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:04.212225] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:04.212251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:04.212307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:04.272102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:04.273019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:04.273098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:04.273129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:04.394300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:04.394457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:04.394503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:04.394533] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:04.397933] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-18T20:26:04.398220] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-18T20:26:04.398347] [INFO ] [sig       ] LOGI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:04.542704] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LOGI.txt
[2025-12-18T20:26:04.542844] [INFO ] [sig       ] [1938/3568] Completed LOGI in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:04.542900] [INFO ] [sig       ] [1939/3568] Forecasting LOMA...
[2025-12-18T20:26:04.542933] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-18T20:26:04.542962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-18T20:26:04.555442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-18T20:26:04.555821] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-18T20:26:04.556594] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-18T20:26:04.556645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:04.556677] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:04.556704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:04.556761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:04.615153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:04.616023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:04.616111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:04.616144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:04.739365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:04.739526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:04.739595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:04.739636] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:04.743505] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-12-18T20:26:04.743831] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-18T20:26:04.743999] [INFO ] [sig       ] LOMA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:04.885642] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LOMA.txt
[2025-12-18T20:26:04.885789] [INFO ] [sig       ] [1939/3568] Completed LOMA in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:04.885828] [INFO ] [sig       ] [1940/3568] Forecasting LOPE...
[2025-12-18T20:26:04.885858] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-18T20:26:04.885888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-18T20:26:04.897229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-18T20:26:04.897548] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-18T20:26:04.898332] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-18T20:26:04.898384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:04.898415] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:04.898443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:04.898501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:04.956843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:04.957713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:04.957799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:04.957831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:05.082693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:05.082869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:05.082912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:05.082993] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:05.086718] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-18T20:26:05.086996] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-18T20:26:05.087142] [INFO ] [sig       ] LOPE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:05.225477] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LOPE.txt
[2025-12-18T20:26:05.225636] [INFO ] [sig       ] [1940/3568] Completed LOPE in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:05.225678] [INFO ] [sig       ] [1941/3568] Forecasting LOVE...
[2025-12-18T20:26:05.225708] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-18T20:26:05.225739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-18T20:26:05.237051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-18T20:26:05.237409] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-18T20:26:05.238215] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-18T20:26:05.238267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:05.238299] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:05.238325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:05.238383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:05.293941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:05.294728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:05.294810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:05.294841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:05.424953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:05.425120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:05.425173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:05.425212] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:05.429282] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-18T20:26:05.429617] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-18T20:26:05.429757] [INFO ] [sig       ] LOVE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:05.580523] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LOVE.txt
[2025-12-18T20:26:05.580703] [INFO ] [sig       ] [1941/3568] Completed LOVE in 0.4s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:05.580745] [INFO ] [sig       ] [1942/3568] Forecasting LPCN...
[2025-12-18T20:26:05.580775] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-18T20:26:05.580803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-18T20:26:05.592944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-18T20:26:05.593312] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-18T20:26:05.594305] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-18T20:26:05.594362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:05.594399] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:05.594428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:05.594500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:05.655692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:05.656535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:05.656637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:05.656671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:05.773951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:05.774105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:05.774173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:05.774211] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:05.777769] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-18T20:26:05.778051] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-18T20:26:05.778205] [INFO ] [sig       ] LPCN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:05.931973] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LPCN.txt
[2025-12-18T20:26:05.932151] [INFO ] [sig       ] [1942/3568] Completed LPCN in 0.4s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:05.932192] [INFO ] [sig       ] [1943/3568] Forecasting LPG...
[2025-12-18T20:26:05.932222] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-18T20:26:05.932254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-18T20:26:05.945323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-18T20:26:05.945905] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-18T20:26:05.946885] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-18T20:26:05.946936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:05.946967] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:05.946993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:05.947049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:06.004344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:06.005019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:06.005100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:06.005133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:06.131103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:06.131259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:06.131302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:06.131332] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:06.134709] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=71.04%)
[2025-12-18T20:26:06.134977] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-18T20:26:06.135097] [INFO ] [sig       ] LPG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:06.275255] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LPG.txt
[2025-12-18T20:26:06.275392] [INFO ] [sig       ] [1943/3568] Completed LPG in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:06.275430] [INFO ] [sig       ] [1944/3568] Forecasting LPL...
[2025-12-18T20:26:06.275459] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-18T20:26:06.275488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-18T20:26:06.287456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-18T20:26:06.287871] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-18T20:26:06.288753] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-18T20:26:06.288815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:06.288848] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:06.288875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:06.288944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:06.347275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:06.348182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:06.348290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:06.348325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:06.472681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:06.472839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:06.472879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:06.472908] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:06.476382] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-12-18T20:26:06.476716] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-18T20:26:06.476855] [INFO ] [sig       ] LPL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:06.624429] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LPL.txt
[2025-12-18T20:26:06.624597] [INFO ] [sig       ] [1944/3568] Completed LPL in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:06.624637] [INFO ] [sig       ] [1945/3568] Forecasting LPLA...
[2025-12-18T20:26:06.624668] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-18T20:26:06.624696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-18T20:26:06.636227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-18T20:26:06.636527] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-18T20:26:06.637320] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-18T20:26:06.637373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:06.637405] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:06.637431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:06.637487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:06.695881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:06.696550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:06.696644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:06.696675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:06.822953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:06.823101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:06.823142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:06.823170] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:06.826871] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=34.65%)
[2025-12-18T20:26:06.827135] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-18T20:26:06.827255] [INFO ] [sig       ] LPLA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:06.966051] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LPLA.txt
[2025-12-18T20:26:06.966175] [INFO ] [sig       ] [1945/3568] Completed LPLA in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:06.966216] [INFO ] [sig       ] [1946/3568] Forecasting LPRO...
[2025-12-18T20:26:06.966245] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-18T20:26:06.966273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-18T20:26:06.977704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-18T20:26:06.978003] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-18T20:26:06.978766] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-18T20:26:06.978815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:06.978856] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:06.978883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:06.978939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:07.037350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:07.038087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:07.038171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:07.038211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:07.160189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:07.160335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:07.160377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:07.160405] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:07.163821] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-12-18T20:26:07.164090] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-18T20:26:07.164217] [INFO ] [sig       ] LPRO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:07.304644] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LPRO.txt
[2025-12-18T20:26:07.304803] [INFO ] [sig       ] [1946/3568] Completed LPRO in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:07.304841] [INFO ] [sig       ] [1947/3568] Forecasting LPSN...
[2025-12-18T20:26:07.304870] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-18T20:26:07.304901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-18T20:26:07.318194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-18T20:26:07.318851] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-18T20:26:07.319927] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-18T20:26:07.319980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:07.320011] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:07.320038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:07.320093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:07.384992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:07.385937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:07.386096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:07.386149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:07.510650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:07.510809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:07.510852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:07.510880] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:07.514262] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-18T20:26:07.514597] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-18T20:26:07.514735] [INFO ] [sig       ] LPSN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:07.671176] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LPSN.txt
[2025-12-18T20:26:07.671304] [INFO ] [sig       ] [1947/3568] Completed LPSN in 0.4s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-18T20:26:07.671342] [INFO ] [sig       ] [1948/3568] Forecasting LPTH...
[2025-12-18T20:26:07.671371] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-18T20:26:07.671401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-18T20:26:07.683937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-18T20:26:07.684236] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-18T20:26:07.685005] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-18T20:26:07.685056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:07.685086] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:07.685112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:07.685167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:07.742281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:07.743123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:07.743200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:07.743231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:07.861141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:07.861291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:07.861333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:07.861361] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:07.864722] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2025-12-18T20:26:07.864985] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-18T20:26:07.865110] [INFO ] [sig       ] LPTH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:08.006269] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LPTH.txt
[2025-12-18T20:26:08.006400] [INFO ] [sig       ] [1948/3568] Completed LPTH in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-18T20:26:08.006438] [INFO ] [sig       ] [1949/3568] Forecasting LPX...
[2025-12-18T20:26:08.006468] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-18T20:26:08.006505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-18T20:26:08.020024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-18T20:26:08.020407] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-18T20:26:08.021278] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-18T20:26:08.021333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:08.021366] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:08.021393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:08.021455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:08.083505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:08.084437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:08.084526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:08.084560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:08.209642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:08.209810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:08.209864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:08.209898] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:08.213410] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-12-18T20:26:08.213734] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-18T20:26:08.213873] [INFO ] [sig       ] LPX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:08.356751] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LPX.txt
[2025-12-18T20:26:08.356889] [INFO ] [sig       ] [1949/3568] Completed LPX in 0.4s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-18T20:26:08.356927] [INFO ] [sig       ] [1950/3568] Forecasting LQDA...
[2025-12-18T20:26:08.356963] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-18T20:26:08.356995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-18T20:26:08.368818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-18T20:26:08.369240] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-18T20:26:08.370031] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-18T20:26:08.370085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:08.370116] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:08.370143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:08.370199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:08.428128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:08.429026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:08.429121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:08.429154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:08.553763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:08.553922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:08.553968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:08.553999] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:08.557930] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=21.39%)
[2025-12-18T20:26:08.558252] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-18T20:26:08.558607] [INFO ] [sig       ] LQDA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:08.700894] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LQDA.txt
[2025-12-18T20:26:08.701079] [INFO ] [sig       ] [1950/3568] Completed LQDA in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-18T20:26:08.701121] [INFO ] [sig       ] [1951/3568] Forecasting LRCX...
[2025-12-18T20:26:08.701153] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-18T20:26:08.701183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-18T20:26:08.716550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-18T20:26:08.717020] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-18T20:26:08.717925] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-18T20:26:08.717983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:08.718015] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:08.718041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:08.718099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:08.777212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:08.778110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:08.778195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:08.778229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:08.906019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:08.906212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:08.906266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:08.906301] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:08.909986] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-18T20:26:08.910355] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-18T20:26:08.910495] [INFO ] [sig       ] LRCX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:09.048874] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LRCX.txt
[2025-12-18T20:26:09.049049] [INFO ] [sig       ] [1951/3568] Completed LRCX in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-18T20:26:09.049092] [INFO ] [sig       ] [1952/3568] Forecasting LRGE...
[2025-12-18T20:26:09.049125] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-18T20:26:09.049156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-18T20:26:09.061764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-18T20:26:09.062159] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-18T20:26:09.062969] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-18T20:26:09.063023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:09.063056] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:09.063083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:09.063140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:09.122673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:09.123558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:09.123665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:09.123698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:09.239970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:09.240128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:09.240169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:09.240198] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:09.243545] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=33.84%)
[2025-12-18T20:26:09.243866] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-18T20:26:09.243994] [INFO ] [sig       ] LRGE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:09.384651] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LRGE.txt
[2025-12-18T20:26:09.384803] [INFO ] [sig       ] [1952/3568] Completed LRGE in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-18T20:26:09.384842] [INFO ] [sig       ] [1953/3568] Forecasting LSCC...
[2025-12-18T20:26:09.384870] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-18T20:26:09.384900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-18T20:26:09.396356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-18T20:26:09.396698] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-18T20:26:09.397448] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-18T20:26:09.397499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:09.397531] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:09.397556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:09.397639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:09.452909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:09.453560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:09.453654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:09.453687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:09.584514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:09.584912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:09.584957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:09.585016] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:09.588910] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=37.20%)
[2025-12-18T20:26:09.589218] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-18T20:26:09.589350] [INFO ] [sig       ] LSCC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:09.738314] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LSCC.txt
[2025-12-18T20:26:09.738474] [INFO ] [sig       ] [1953/3568] Completed LSCC in 0.4s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-18T20:26:09.738513] [INFO ] [sig       ] [1954/3568] Forecasting LSPD...
[2025-12-18T20:26:09.738543] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-18T20:26:09.738591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-18T20:26:09.750815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-18T20:26:09.751197] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-18T20:26:09.751996] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-18T20:26:09.752048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:09.752107] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:09.752135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:09.752191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:09.808557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:09.809489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:09.809598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:09.809633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:09.932737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:09.932904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:09.932949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:09.932977] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:09.936427] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=82.23%)
[2025-12-18T20:26:09.936765] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-18T20:26:09.936902] [INFO ] [sig       ] LSPD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:10.085463] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LSPD.txt
[2025-12-18T20:26:10.085635] [INFO ] [sig       ] [1954/3568] Completed LSPD in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-18T20:26:10.085677] [INFO ] [sig       ] [1955/3568] Forecasting LTC...
[2025-12-18T20:26:10.085707] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-18T20:26:10.085738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-18T20:26:10.097914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-18T20:26:10.098292] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-18T20:26:10.099126] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-18T20:26:10.099179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:10.099214] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:10.099246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:10.099314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:10.157632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:10.158495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:10.158596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:10.158667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:10.274302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:10.274462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:10.274503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:10.274532] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:10.277902] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2025-12-18T20:26:10.278209] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-18T20:26:10.278341] [INFO ] [sig       ] LTC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:10.421960] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LTC.txt
[2025-12-18T20:26:10.422123] [INFO ] [sig       ] [1955/3568] Completed LTC in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-18T20:26:10.422166] [INFO ] [sig       ] [1956/3568] Forecasting LTH...
[2025-12-18T20:26:10.422197] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-18T20:26:10.422231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-18T20:26:10.434337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-18T20:26:10.434713] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-18T20:26:10.435513] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-18T20:26:10.435565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:10.435622] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:10.435653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:10.435710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:10.491727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:10.492742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:10.492820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:10.492852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:10.608372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:10.608522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:10.608562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:10.608631] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:10.611905] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-18T20:26:10.612173] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-18T20:26:10.612293] [INFO ] [sig       ] LTH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:10.748780] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LTH.txt
[2025-12-18T20:26:10.748905] [INFO ] [sig       ] [1956/3568] Completed LTH in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-18T20:26:10.748943] [INFO ] [sig       ] [1957/3568] Forecasting LTRN...
[2025-12-18T20:26:10.748972] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-18T20:26:10.749016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-18T20:26:10.760180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-18T20:26:10.760699] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-18T20:26:10.761720] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-18T20:26:10.761773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:10.761806] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:10.761843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:10.761902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:10.821418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:10.822273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:10.822349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:10.822382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:10.937614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:10.937761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:10.937801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:10.937860] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:10.941168] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-18T20:26:10.941450] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-18T20:26:10.941590] [INFO ] [sig       ] LTRN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:11.080885] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LTRN.txt
[2025-12-18T20:26:11.081015] [INFO ] [sig       ] [1957/3568] Completed LTRN in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-18T20:26:11.081055] [INFO ] [sig       ] [1958/3568] Forecasting LTRX...
[2025-12-18T20:26:11.081085] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-18T20:26:11.081115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-18T20:26:11.092239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-18T20:26:11.092530] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-18T20:26:11.093299] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-18T20:26:11.093350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:11.093382] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:11.093408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:11.093464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:11.151488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:11.152145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:11.152220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:11.152251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:11.274087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:11.274235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:11.274276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:11.274304] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:11.277560] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2025-12-18T20:26:11.277841] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-18T20:26:11.277960] [INFO ] [sig       ] LTRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:11.419204] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LTRX.txt
[2025-12-18T20:26:11.419338] [INFO ] [sig       ] [1958/3568] Completed LTRX in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-18T20:26:11.419377] [INFO ] [sig       ] [1959/3568] Forecasting LUCD...
[2025-12-18T20:26:11.419406] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-18T20:26:11.419436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-18T20:26:11.431214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-18T20:26:11.431507] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-18T20:26:11.432295] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-18T20:26:11.432346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:11.432378] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:11.432404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:11.432461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:11.489812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:11.490672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:11.490758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:11.490792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:11.611460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:11.611817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:11.611859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:11.611887] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:11.615361] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=36.38%)
[2025-12-18T20:26:11.615845] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-18T20:26:11.615969] [INFO ] [sig       ] LUCD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:11.753259] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LUCD.txt
[2025-12-18T20:26:11.753377] [INFO ] [sig       ] [1959/3568] Completed LUCD in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-18T20:26:11.753415] [INFO ] [sig       ] [1960/3568] Forecasting LUCY...
[2025-12-18T20:26:11.753445] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-18T20:26:11.753475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-18T20:26:11.764908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-18T20:26:11.765199] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-18T20:26:11.765958] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-18T20:26:11.766009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:11.766040] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:11.766066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:11.766122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:11.822530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:11.823189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:11.823266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:11.823298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:11.939346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:11.939492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:11.939534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:11.939564] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:11.942928] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-18T20:26:11.943207] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-18T20:26:11.943337] [INFO ] [sig       ] LUCY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:12.087733] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LUCY.txt
[2025-12-18T20:26:12.087863] [INFO ] [sig       ] [1960/3568] Completed LUCY in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-18T20:26:12.087902] [INFO ] [sig       ] [1961/3568] Forecasting LUMN...
[2025-12-18T20:26:12.087932] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-18T20:26:12.087967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-18T20:26:12.099727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-18T20:26:12.100036] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-18T20:26:12.100840] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-18T20:26:12.100892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:12.100925] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:12.100953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:12.101010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:12.160035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:12.160748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:12.160834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:12.160867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:12.285165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:12.285313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:12.285353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:12.285381] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:12.288667] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=28.35%)
[2025-12-18T20:26:12.288935] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-18T20:26:12.289084] [INFO ] [sig       ] LUMN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:12.435481] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LUMN.txt
[2025-12-18T20:26:12.435651] [INFO ] [sig       ] [1961/3568] Completed LUMN in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-18T20:26:12.435709] [INFO ] [sig       ] [1962/3568] Forecasting LUNG...
[2025-12-18T20:26:12.435753] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-18T20:26:12.435793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-18T20:26:12.446863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-18T20:26:12.447157] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-18T20:26:12.447942] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-18T20:26:12.447994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:12.448026] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:12.448054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:12.448110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:12.508160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:12.509084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:12.509182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:12.509215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:12.634628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:12.634785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:12.634826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:12.634854] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:12.638164] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-18T20:26:12.638457] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-18T20:26:12.638606] [INFO ] [sig       ] LUNG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:12.782269] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LUNG.txt
[2025-12-18T20:26:12.782432] [INFO ] [sig       ] [1962/3568] Completed LUNG in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-18T20:26:12.782471] [INFO ] [sig       ] [1963/3568] Forecasting LVHD...
[2025-12-18T20:26:12.782501] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-18T20:26:12.782531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-18T20:26:12.795005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-18T20:26:12.795367] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-18T20:26:12.796254] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-18T20:26:12.796309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:12.796341] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:12.796370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:12.796432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:12.854929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:12.855843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:12.855946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:12.855980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:12.974582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:12.974733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:12.974775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:12.974804] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:12.978205] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=64.43%)
[2025-12-18T20:26:12.978490] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-18T20:26:12.978634] [INFO ] [sig       ] LVHD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:13.122501] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LVHD.txt
[2025-12-18T20:26:13.122646] [INFO ] [sig       ] [1963/3568] Completed LVHD in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-18T20:26:13.122687] [INFO ] [sig       ] [1964/3568] Forecasting LVO...
[2025-12-18T20:26:13.122716] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-18T20:26:13.122746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-18T20:26:13.134054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-18T20:26:13.134342] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-18T20:26:13.135294] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-18T20:26:13.135347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:13.135378] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:13.135407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:13.135673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:13.195809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:13.196466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:13.196587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:13.196626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:13.313678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:13.313819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:13.313861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:13.313893] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:13.317270] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=38.89%)
[2025-12-18T20:26:13.317552] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-18T20:26:13.317698] [INFO ] [sig       ] LVO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:13.529614] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LVO.txt
[2025-12-18T20:26:13.529773] [INFO ] [sig       ] [1964/3568] Completed LVO in 0.4s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-18T20:26:13.529813] [INFO ] [sig       ] [1965/3568] Forecasting LVS...
[2025-12-18T20:26:13.529844] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-18T20:26:13.529872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-18T20:26:13.542174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-18T20:26:13.542455] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-18T20:26:13.543228] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-18T20:26:13.543280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:13.543311] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:13.543337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:13.543394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:13.603171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:13.604069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:13.604155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:13.604188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:13.729085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:13.729237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:13.729278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:13.729306] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:13.732870] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-18T20:26:13.733137] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-18T20:26:13.733257] [INFO ] [sig       ] LVS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:13.873648] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LVS.txt
[2025-12-18T20:26:13.873754] [INFO ] [sig       ] [1965/3568] Completed LVS in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-18T20:26:13.873791] [INFO ] [sig       ] [1966/3568] Forecasting LWAY...
[2025-12-18T20:26:13.873820] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-18T20:26:13.873855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-18T20:26:13.887480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-18T20:26:13.888126] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-18T20:26:13.888937] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-18T20:26:13.888989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:13.889049] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:13.889079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:13.889134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:13.947340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:13.948154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:13.948237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:13.948269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:14.073290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:14.073455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:14.073498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:14.073527] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:14.077032] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=41.12%)
[2025-12-18T20:26:14.077367] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-18T20:26:14.077510] [INFO ] [sig       ] LWAY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:14.221505] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LWAY.txt
[2025-12-18T20:26:14.221672] [INFO ] [sig       ] [1966/3568] Completed LWAY in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-18T20:26:14.221712] [INFO ] [sig       ] [1967/3568] Forecasting LWLG...
[2025-12-18T20:26:14.221741] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-18T20:26:14.221772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-18T20:26:14.233750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-18T20:26:14.234065] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-18T20:26:14.234835] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-18T20:26:14.234886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:14.234918] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:14.234944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:14.235000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:14.292141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:14.292811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:14.292888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:14.292920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:14.415939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:14.416101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:14.416144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:14.416172] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:14.419596] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-18T20:26:14.419911] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-18T20:26:14.420052] [INFO ] [sig       ] LWLG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:14.573411] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LWLG.txt
[2025-12-18T20:26:14.573614] [INFO ] [sig       ] [1967/3568] Completed LWLG in 0.4s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-18T20:26:14.573672] [INFO ] [sig       ] [1968/3568] Forecasting LX...
[2025-12-18T20:26:14.573714] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-18T20:26:14.573755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-18T20:26:14.584947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-18T20:26:14.585290] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-18T20:26:14.586133] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-18T20:26:14.586187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:14.586219] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:14.586247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:14.586305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:14.643670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:14.644311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:14.644388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:14.644420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:14.770292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:14.770461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:14.770511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:14.770542] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:14.773921] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-18T20:26:14.774188] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-18T20:26:14.774309] [INFO ] [sig       ] LX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:14.917240] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LX.txt
[2025-12-18T20:26:14.917391] [INFO ] [sig       ] [1968/3568] Completed LX in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-18T20:26:14.917429] [INFO ] [sig       ] [1969/3568] Forecasting LXEO...
[2025-12-18T20:26:14.917459] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-18T20:26:14.917490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-18T20:26:14.929902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-18T20:26:14.930281] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-18T20:26:14.931303] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-18T20:26:14.931368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:14.931408] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:14.931442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:14.931511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:14.989930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:14.991013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:14.991095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:14.991127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:15.106698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:15.106812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:15.106851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:15.106878] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:15.110012] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-12-18T20:26:15.110280] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-18T20:26:15.110405] [INFO ] [sig       ] LXEO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:15.247200] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LXEO.txt
[2025-12-18T20:26:15.247310] [INFO ] [sig       ] [1969/3568] Completed LXEO in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-18T20:26:15.247347] [INFO ] [sig       ] [1970/3568] Forecasting LXP...
[2025-12-18T20:26:15.247375] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-18T20:26:15.247405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-18T20:26:15.258879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-18T20:26:15.259171] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-18T20:26:15.259957] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-18T20:26:15.260019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:15.260051] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:15.260078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:15.260133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:15.315717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:15.316296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:15.316379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:15.316410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:15.431355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:15.431514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:15.431553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:15.431599] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:15.434847] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-18T20:26:15.435112] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-18T20:26:15.435231] [INFO ] [sig       ] LXP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:15.572749] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LXP.txt
[2025-12-18T20:26:15.572868] [INFO ] [sig       ] [1970/3568] Completed LXP in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-18T20:26:15.572905] [INFO ] [sig       ] [1971/3568] Forecasting LYB...
[2025-12-18T20:26:15.572935] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-18T20:26:15.572965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-18T20:26:15.585263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-18T20:26:15.585607] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-18T20:26:15.586403] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-18T20:26:15.586466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:15.586529] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:15.586560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:15.586638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:15.644470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:15.645145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:15.645223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:15.645255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:15.761687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:15.761832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:15.761871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:15.761898] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:15.765182] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-18T20:26:15.765457] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-18T20:26:15.765601] [INFO ] [sig       ] LYB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:15.903626] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LYB.txt
[2025-12-18T20:26:15.903744] [INFO ] [sig       ] [1971/3568] Completed LYB in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-18T20:26:15.903782] [INFO ] [sig       ] [1972/3568] Forecasting LYEL...
[2025-12-18T20:26:15.903810] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-18T20:26:15.903839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-18T20:26:15.915142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-18T20:26:15.915426] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-18T20:26:15.916205] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-18T20:26:15.916256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:15.916287] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:15.916313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:15.916371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:15.975623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:15.976669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:15.976773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:15.976822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:16.107158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:16.107307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:16.107361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:16.107395] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:16.110747] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-18T20:26:16.111014] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-18T20:26:16.111134] [INFO ] [sig       ] LYEL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:16.249714] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LYEL.txt
[2025-12-18T20:26:16.249832] [INFO ] [sig       ] [1972/3568] Completed LYEL in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-18T20:26:16.249869] [INFO ] [sig       ] [1973/3568] Forecasting LYG...
[2025-12-18T20:26:16.249898] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-18T20:26:16.249928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-18T20:26:16.261529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-18T20:26:16.261821] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-18T20:26:16.262566] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-18T20:26:16.262642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:16.262673] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:16.262699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:16.262755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:16.318651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:16.319339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:16.319432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:16.319469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:16.446068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:16.446219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:16.446259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:16.446288] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:16.449639] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-18T20:26:16.450103] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-18T20:26:16.450224] [INFO ] [sig       ] LYG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:16.593621] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/LYG.txt
[2025-12-18T20:26:16.593784] [INFO ] [sig       ] [1973/3568] Completed LYG in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-18T20:26:16.593845] [INFO ] [sig       ] [1974/3568] Forecasting LYRA...
[2025-12-18T20:26:16.593885] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-18T20:26:16.593928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-18T20:26:16.605816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-18T20:26:16.606098] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-18T20:26:16.606903] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-18T20:26:16.606955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:16.606987] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:16.607015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:16.607071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:16.667597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:16.668434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:16.668519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:16.668553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:16.791522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:16.791648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:16.791685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:16.791741] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:16.795064] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-18T20:26:16.795329] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-18T20:26:16.795474] [INFO ] [sig       ] LYRA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:16.935619] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LYRA.txt
[2025-12-18T20:26:16.935911] [INFO ] [sig       ] [1974/3568] Completed LYRA in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-18T20:26:16.935949] [INFO ] [sig       ] [1975/3568] Forecasting LYTS...
[2025-12-18T20:26:16.935977] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-18T20:26:16.936006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-18T20:26:16.948594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-18T20:26:16.948861] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-18T20:26:16.949639] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-18T20:26:16.949690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:16.949721] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:16.949747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:16.949803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:17.008042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:17.008667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:17.008936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:17.008968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:17.137246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:17.137364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:17.137402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:17.137430] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:17.140591] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=43.82%)
[2025-12-18T20:26:17.140873] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-18T20:26:17.140995] [INFO ] [sig       ] LYTS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:17.281091] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LYTS.txt
[2025-12-18T20:26:17.281199] [INFO ] [sig       ] [1975/3568] Completed LYTS in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-18T20:26:17.281235] [INFO ] [sig       ] [1976/3568] Forecasting LZ...
[2025-12-18T20:26:17.281263] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-18T20:26:17.281292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-18T20:26:17.292942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-18T20:26:17.293208] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-18T20:26:17.293993] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-18T20:26:17.294044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:17.294074] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:17.294100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:17.294156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:17.351874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:17.352456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:17.352531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:17.352562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:17.474558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:17.474674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:17.474710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:17.474738] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:17.477879] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-18T20:26:17.478139] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-18T20:26:17.478256] [INFO ] [sig       ] LZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:17.621738] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LZ.txt
[2025-12-18T20:26:17.621854] [INFO ] [sig       ] [1976/3568] Completed LZ in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-18T20:26:17.621892] [INFO ] [sig       ] [1977/3568] Forecasting LZB...
[2025-12-18T20:26:17.621920] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-18T20:26:17.621951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-18T20:26:17.633369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-18T20:26:17.633653] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-18T20:26:17.634405] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-18T20:26:17.634456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:17.634487] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:17.634513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:17.634594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:17.690429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:17.691051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:17.691129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:17.691160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:17.813261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:17.813421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:17.813485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:17.813514] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:17.817023] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-12-18T20:26:17.817322] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-18T20:26:17.817451] [INFO ] [sig       ] LZB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:17.954790] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LZB.txt
[2025-12-18T20:26:17.954918] [INFO ] [sig       ] [1977/3568] Completed LZB in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-18T20:26:17.954955] [INFO ] [sig       ] [1978/3568] Forecasting LZM...
[2025-12-18T20:26:17.954983] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-18T20:26:17.955012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-18T20:26:17.965765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-18T20:26:17.966020] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-18T20:26:17.966780] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-18T20:26:17.966831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:17.966863] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:17.966889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:17.966945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:18.023167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:18.024089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:18.024169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:18.024200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:18.142276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:18.142416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:18.142459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:18.142487] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:18.145740] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-12-18T20:26:18.146006] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-18T20:26:18.146129] [INFO ] [sig       ] LZM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:18.284511] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/LZM.txt
[2025-12-18T20:26:18.284642] [INFO ] [sig       ] [1978/3568] Completed LZM in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-18T20:26:18.284681] [INFO ] [sig       ] [1979/3568] Forecasting M...
[2025-12-18T20:26:18.284710] [INFO ] [sig       ] Generating forecast for: M
[2025-12-18T20:26:18.284741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-18T20:26:18.296125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-18T20:26:18.296407] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-18T20:26:18.297172] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-18T20:26:18.297223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:18.297254] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:18.297281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:18.297336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:18.353263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:18.353887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:18.353976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:18.354008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:18.477022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:18.477164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:18.477204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:18.477233] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:18.480568] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-12-18T20:26:18.480851] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-18T20:26:18.480972] [INFO ] [sig       ] M: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:18.618383] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/M.txt
[2025-12-18T20:26:18.618517] [INFO ] [sig       ] [1979/3568] Completed M in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-18T20:26:18.618562] [INFO ] [sig       ] [1980/3568] Forecasting MA...
[2025-12-18T20:26:18.618608] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-18T20:26:18.618639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-18T20:26:18.630993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-18T20:26:18.631277] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-18T20:26:18.632039] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-18T20:26:18.632089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:18.632120] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:18.632146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:18.632202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:18.689876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:18.690510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:18.690605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:18.690638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:18.809464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:18.809621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:18.809662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:18.809690] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:18.812909] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2025-12-18T20:26:18.813178] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-18T20:26:18.813297] [INFO ] [sig       ] MA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:18.951797] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MA.txt
[2025-12-18T20:26:18.951918] [INFO ] [sig       ] [1980/3568] Completed MA in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-18T20:26:18.951956] [INFO ] [sig       ] [1981/3568] Forecasting MAA...
[2025-12-18T20:26:18.951985] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-18T20:26:18.952014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-18T20:26:18.964987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-18T20:26:18.965312] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-18T20:26:18.966079] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-18T20:26:18.966129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:18.966161] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:18.966199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:18.966256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:19.022511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:19.023177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:19.023254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:19.023314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:19.149117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:19.149267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:19.149308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:19.149337] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:19.152668] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2025-12-18T20:26:19.152935] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-18T20:26:19.153057] [INFO ] [sig       ] MAA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:19.291947] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MAA.txt
[2025-12-18T20:26:19.292068] [INFO ] [sig       ] [1981/3568] Completed MAA in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-18T20:26:19.292105] [INFO ] [sig       ] [1982/3568] Forecasting MAC...
[2025-12-18T20:26:19.292134] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-18T20:26:19.292164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-18T20:26:19.303317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-18T20:26:19.303626] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-18T20:26:19.304377] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-18T20:26:19.304427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:19.304458] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:19.304484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:19.304539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:19.360880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:19.361485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:19.361561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:19.361610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:19.483601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:19.483751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:19.483792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:19.483821] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:19.487080] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=66.20%)
[2025-12-18T20:26:19.487345] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-18T20:26:19.487464] [INFO ] [sig       ] MAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:19.625121] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MAC.txt
[2025-12-18T20:26:19.625248] [INFO ] [sig       ] [1982/3568] Completed MAC in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-18T20:26:19.625286] [INFO ] [sig       ] [1983/3568] Forecasting MAMA...
[2025-12-18T20:26:19.625314] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-18T20:26:19.625343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-18T20:26:19.636491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-18T20:26:19.636795] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-18T20:26:19.637556] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-18T20:26:19.637631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:19.637663] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:19.637689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:19.637744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:19.696152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:19.696893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:19.696972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:19.697005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:19.822898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:19.823074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:19.823133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:19.823178] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:19.826702] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=68.56%)
[2025-12-18T20:26:19.826981] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-18T20:26:19.827110] [INFO ] [sig       ] MAMA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:19.967720] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MAMA.txt
[2025-12-18T20:26:19.967873] [INFO ] [sig       ] [1983/3568] Completed MAMA in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-18T20:26:19.967912] [INFO ] [sig       ] [1984/3568] Forecasting MAN...
[2025-12-18T20:26:19.967942] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-18T20:26:19.967973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-18T20:26:19.979965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-18T20:26:19.980363] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-18T20:26:19.981347] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-18T20:26:19.981408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:19.981448] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:19.981487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:19.981567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:20.046239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:20.047434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:20.047531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:20.047565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:20.171339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:20.171500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:20.171551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:20.171608] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:20.175007] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-18T20:26:20.175284] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-18T20:26:20.175412] [INFO ] [sig       ] MAN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:20.323410] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MAN.txt
[2025-12-18T20:26:20.323650] [INFO ] [sig       ] [1984/3568] Completed MAN in 0.4s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-18T20:26:20.323694] [INFO ] [sig       ] [1985/3568] Forecasting MANH...
[2025-12-18T20:26:20.323725] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-18T20:26:20.323765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-18T20:26:20.336132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-18T20:26:20.336524] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-18T20:26:20.337360] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-18T20:26:20.337414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:20.337446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:20.337473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:20.337530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:20.394797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:20.395662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:20.395746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:20.395779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:20.518728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:20.518886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:20.518929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:20.518958] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:20.522444] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-18T20:26:20.522739] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-18T20:26:20.522865] [INFO ] [sig       ] MANH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:20.663215] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MANH.txt
[2025-12-18T20:26:20.663349] [INFO ] [sig       ] [1985/3568] Completed MANH in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-18T20:26:20.663387] [INFO ] [sig       ] [1986/3568] Forecasting MARA...
[2025-12-18T20:26:20.663417] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-18T20:26:20.663447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-18T20:26:20.676096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-18T20:26:20.676407] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-18T20:26:20.677240] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-18T20:26:20.677293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:20.677325] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:20.677351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:20.677407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:20.737128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:20.738171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:20.738255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:20.738288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:20.865131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:20.865283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:20.865325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:20.865354] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:20.868856] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-12-18T20:26:20.869205] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-18T20:26:20.869362] [INFO ] [sig       ] MARA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:21.012325] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MARA.txt
[2025-12-18T20:26:21.012469] [INFO ] [sig       ] [1986/3568] Completed MARA in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-18T20:26:21.012509] [INFO ] [sig       ] [1987/3568] Forecasting MAS...
[2025-12-18T20:26:21.012537] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-18T20:26:21.012567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-18T20:26:21.024249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-18T20:26:21.024536] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-18T20:26:21.025319] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-18T20:26:21.025370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:21.025402] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:21.025428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:21.025484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:21.081265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:21.081924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:21.082000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:21.082032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:21.196218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:21.196359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:21.196400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:21.196430] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:21.199734] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2025-12-18T20:26:21.200005] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-18T20:26:21.200127] [INFO ] [sig       ] MAS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:21.337277] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MAS.txt
[2025-12-18T20:26:21.337407] [INFO ] [sig       ] [1987/3568] Completed MAS in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-18T20:26:21.337445] [INFO ] [sig       ] [1988/3568] Forecasting MASI...
[2025-12-18T20:26:21.337473] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-18T20:26:21.337506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-18T20:26:21.349324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-18T20:26:21.349655] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-18T20:26:21.350430] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-18T20:26:21.350484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:21.350544] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:21.350594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:21.350655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:21.408951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:21.409666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:21.409744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:21.409777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:21.529502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:21.529672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:21.529715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:21.529744] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:21.533151] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=45.76%)
[2025-12-18T20:26:21.533427] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-18T20:26:21.533556] [INFO ] [sig       ] MASI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:21.672603] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MASI.txt
[2025-12-18T20:26:21.672734] [INFO ] [sig       ] [1988/3568] Completed MASI in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-18T20:26:21.672772] [INFO ] [sig       ] [1989/3568] Forecasting MASS...
[2025-12-18T20:26:21.672801] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-18T20:26:21.672831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-18T20:26:21.684228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-18T20:26:21.684525] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-18T20:26:21.685289] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-18T20:26:21.685340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:21.685374] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:21.685401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:21.685456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:21.743798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:21.744510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:21.744612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:21.744648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:21.866985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:21.867135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:21.867177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:21.867207] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:21.870625] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=26.92%)
[2025-12-18T20:26:21.870913] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-18T20:26:21.871039] [INFO ] [sig       ] MASS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:22.012138] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MASS.txt
[2025-12-18T20:26:22.012294] [INFO ] [sig       ] [1989/3568] Completed MASS in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-18T20:26:22.012339] [INFO ] [sig       ] [1990/3568] Forecasting MATX...
[2025-12-18T20:26:22.012369] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-18T20:26:22.012399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-18T20:26:22.025482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-18T20:26:22.025831] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-18T20:26:22.026630] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-18T20:26:22.026682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:22.026716] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:22.026744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:22.026801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:22.085280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:22.086071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:22.086153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:22.086186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:22.205328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:22.205498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:22.205541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:22.205583] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:22.208864] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=32.85%)
[2025-12-18T20:26:22.209153] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-18T20:26:22.209285] [INFO ] [sig       ] MATX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:22.346831] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MATX.txt
[2025-12-18T20:26:22.346976] [INFO ] [sig       ] [1990/3568] Completed MATX in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-18T20:26:22.347015] [INFO ] [sig       ] [1991/3568] Forecasting MAX...
[2025-12-18T20:26:22.347045] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-18T20:26:22.347076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-18T20:26:22.358963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-18T20:26:22.359273] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-18T20:26:22.360035] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-18T20:26:22.360085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:22.360116] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:22.360143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:22.360198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:22.418739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:22.419503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:22.419602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:22.419638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:22.535460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:22.535629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:22.535671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:22.535733] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:22.539032] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=54.28%)
[2025-12-18T20:26:22.539304] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-18T20:26:22.539425] [INFO ] [sig       ] MAX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:22.675056] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MAX.txt
[2025-12-18T20:26:22.675176] [INFO ] [sig       ] [1991/3568] Completed MAX in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:22.675214] [INFO ] [sig       ] [1992/3568] Forecasting MAXI...
[2025-12-18T20:26:22.675243] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-18T20:26:22.675272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-18T20:26:22.686097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-18T20:26:22.686385] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-18T20:26:22.687152] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-18T20:26:22.687204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:22.687235] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:22.687261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:22.687317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:22.744040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:22.744862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:22.744943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:22.744976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:22.863878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:22.864030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:22.864070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:22.864098] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:22.867372] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-18T20:26:22.867660] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-18T20:26:22.867783] [INFO ] [sig       ] MAXI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:23.004086] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MAXI.txt
[2025-12-18T20:26:23.004209] [INFO ] [sig       ] [1992/3568] Completed MAXI in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:23.004247] [INFO ] [sig       ] [1993/3568] Forecasting MAXN...
[2025-12-18T20:26:23.004275] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-18T20:26:23.004303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-18T20:26:23.015619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-18T20:26:23.015921] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-18T20:26:23.016748] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-18T20:26:23.016802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:23.016833] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:23.016860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:23.016917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:23.073656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:23.074270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:23.074348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:23.074381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:23.196187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:23.196355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:23.196416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:23.196460] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:23.200971] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-18T20:26:23.201320] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-18T20:26:23.201483] [INFO ] [sig       ] MAXN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:23.350728] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MAXN.txt
[2025-12-18T20:26:23.350875] [INFO ] [sig       ] [1993/3568] Completed MAXN in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:23.350913] [INFO ] [sig       ] [1994/3568] Forecasting MBB...
[2025-12-18T20:26:23.350942] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-18T20:26:23.350972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-18T20:26:23.362303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-18T20:26:23.362674] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-18T20:26:23.363441] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-18T20:26:23.363507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:23.363547] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:23.363614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:23.363691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:23.422251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:23.423039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:23.423120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:23.423153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:23.550269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:23.550420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:23.550463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:23.550493] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:23.553847] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-18T20:26:23.554119] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-18T20:26:23.554244] [INFO ] [sig       ] MBB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:23.698806] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MBB.txt
[2025-12-18T20:26:23.698940] [INFO ] [sig       ] [1994/3568] Completed MBB in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:23.698977] [INFO ] [sig       ] [1995/3568] Forecasting MBC...
[2025-12-18T20:26:23.699029] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-18T20:26:23.699061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-18T20:26:23.711012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-18T20:26:23.711375] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-18T20:26:23.712177] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-18T20:26:23.712231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:23.712263] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:23.712290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:23.712348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:23.773625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:23.774561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:23.774661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:23.774694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:23.894751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:23.894910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:23.894956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:23.894987] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:23.898331] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=85.50%)
[2025-12-18T20:26:23.898616] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-18T20:26:23.898736] [INFO ] [sig       ] MBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:24.036121] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MBC.txt
[2025-12-18T20:26:24.036268] [INFO ] [sig       ] [1995/3568] Completed MBC in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:24.036309] [INFO ] [sig       ] [1996/3568] Forecasting MBCN...
[2025-12-18T20:26:24.036339] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-18T20:26:24.036369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-18T20:26:24.046267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-18T20:26:24.046526] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-18T20:26:24.047402] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-18T20:26:24.047453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:24.047484] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:24.047510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:24.047566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:24.102467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:24.103143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:24.103218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:24.103250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:24.195144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:24.195290] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:26:24.195339] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:24.195369] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:24.198800] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-18T20:26:24.199094] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-18T20:26:24.199222] [INFO ] [sig       ] MBCN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:24.339329] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MBCN.txt
[2025-12-18T20:26:24.339462] [INFO ] [sig       ] [1996/3568] Completed MBCN in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:24.339499] [INFO ] [sig       ] [1997/3568] Forecasting MBI...
[2025-12-18T20:26:24.339529] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-18T20:26:24.339564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-18T20:26:24.350992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-18T20:26:24.351282] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-18T20:26:24.352092] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-18T20:26:24.352145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:24.352177] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:24.352204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:24.352266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:24.410566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:24.411374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:24.411458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:24.411491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:24.536938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:24.537088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:24.537141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:24.537171] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:24.540714] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-18T20:26:24.541003] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-18T20:26:24.541129] [INFO ] [sig       ] MBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:24.683134] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MBI.txt
[2025-12-18T20:26:24.683266] [INFO ] [sig       ] [1997/3568] Completed MBI in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:24.683328] [INFO ] [sig       ] [1998/3568] Forecasting MBIN...
[2025-12-18T20:26:24.683358] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-18T20:26:24.683386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-18T20:26:24.696225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-18T20:26:24.696512] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-18T20:26:24.697330] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-18T20:26:24.697382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:24.697414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:24.697443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:24.697501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:24.754746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:24.755519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:24.755650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:24.755687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:24.871798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:24.871948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:24.871992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:24.872022] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:24.875429] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=67.54%)
[2025-12-18T20:26:24.875752] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-18T20:26:24.875883] [INFO ] [sig       ] MBIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:25.017389] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MBIN.txt
[2025-12-18T20:26:25.017535] [INFO ] [sig       ] [1998/3568] Completed MBIN in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:25.017593] [INFO ] [sig       ] [1999/3568] Forecasting MBIO...
[2025-12-18T20:26:25.017628] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-18T20:26:25.017660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-18T20:26:25.029516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-18T20:26:25.029851] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-18T20:26:25.030637] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-18T20:26:25.030690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:25.030723] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:25.030750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:25.030807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:25.088638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:25.089344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:25.089427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:25.089460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:25.211023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:25.211180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:25.211224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:25.211255] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:25.214645] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-12-18T20:26:25.214948] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-18T20:26:25.215071] [INFO ] [sig       ] MBIO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:25.355804] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MBIO.txt
[2025-12-18T20:26:25.355953] [INFO ] [sig       ] [1999/3568] Completed MBIO in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:25.355993] [INFO ] [sig       ] [2000/3568] Forecasting MBLY...
[2025-12-18T20:26:25.356022] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-18T20:26:25.356053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-18T20:26:25.367708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-18T20:26:25.368014] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-18T20:26:25.368860] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-18T20:26:25.368912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:25.368944] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:25.368971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:25.369056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:25.424745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:25.425377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:25.425453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:25.425484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:25.549648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:25.549805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:25.549846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:25.549876] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:25.553272] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-18T20:26:25.553559] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-18T20:26:25.553725] [INFO ] [sig       ] MBLY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:25.693601] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MBLY.txt
[2025-12-18T20:26:25.693740] [INFO ] [sig       ] [2000/3568] Completed MBLY in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-18T20:26:25.693778] [INFO ] [sig       ] [2001/3568] Forecasting MBS...
[2025-12-18T20:26:25.693810] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-18T20:26:25.693839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-18T20:26:25.705079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-18T20:26:25.705405] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-18T20:26:25.706203] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-18T20:26:25.706256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:25.706289] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:25.706318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:25.706379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:25.764318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:25.765026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:25.765108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:25.765141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:25.883404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:25.883560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:25.883640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:25.883672] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:25.886990] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-18T20:26:25.887264] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-18T20:26:25.887390] [INFO ] [sig       ] MBS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:26.025039] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MBS.txt
[2025-12-18T20:26:26.025196] [INFO ] [sig       ] [2001/3568] Completed MBS in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-18T20:26:26.025236] [INFO ] [sig       ] [2002/3568] Forecasting MBWM...
[2025-12-18T20:26:26.025266] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-18T20:26:26.025297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-18T20:26:26.037446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-18T20:26:26.037835] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-18T20:26:26.038653] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-18T20:26:26.038705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:26.038739] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:26.038766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:26.038824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:26.095457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:26.096239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:26.096317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:26.096349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:26.214682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:26.214842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:26.214886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:26.214918] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:26.218501] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-18T20:26:26.218853] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-18T20:26:26.219029] [INFO ] [sig       ] MBWM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:26.357339] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MBWM.txt
[2025-12-18T20:26:26.357489] [INFO ] [sig       ] [2002/3568] Completed MBWM in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-18T20:26:26.357527] [INFO ] [sig       ] [2003/3568] Forecasting MBX...
[2025-12-18T20:26:26.357556] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-18T20:26:26.357604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-18T20:26:26.370565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-18T20:26:26.371002] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-18T20:26:26.371837] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-18T20:26:26.371891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:26.371923] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:26.371951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:26.372009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:26.427299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:26.428234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:26.428315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:26.428346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:26.550426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:26.550598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:26.550643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:26.550672] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:26.553965] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2025-12-18T20:26:26.554246] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-18T20:26:26.554398] [INFO ] [sig       ] MBX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:26.693940] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MBX.txt
[2025-12-18T20:26:26.694082] [INFO ] [sig       ] [2003/3568] Completed MBX in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-18T20:26:26.694120] [INFO ] [sig       ] [2004/3568] Forecasting MC...
[2025-12-18T20:26:26.694150] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-18T20:26:26.694181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-18T20:26:26.705705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-18T20:26:26.706203] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-18T20:26:26.707211] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-18T20:26:26.707264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:26.707297] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:26.707325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:26.707382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:26.763257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:26.763978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:26.764057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:26.764089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:26.886987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:26.887163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:26.887249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:26.887292] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:26.896965] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-18T20:26:26.897401] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-18T20:26:26.897608] [INFO ] [sig       ] MC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:27.040681] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MC.txt
[2025-12-18T20:26:27.040830] [INFO ] [sig       ] [2004/3568] Completed MC in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-18T20:26:27.040869] [INFO ] [sig       ] [2005/3568] Forecasting MCBS...
[2025-12-18T20:26:27.040899] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-18T20:26:27.040937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-18T20:26:27.053378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-18T20:26:27.053757] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-18T20:26:27.054529] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-18T20:26:27.054600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:27.054685] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:27.054717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:27.054776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:27.111112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:27.111820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:27.111896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:27.111928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:27.236746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:27.236905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:27.236951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:27.236981] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:27.240419] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=8.13%)
[2025-12-18T20:26:27.240738] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-18T20:26:27.240870] [INFO ] [sig       ] MCBS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:27.379329] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MCBS.txt
[2025-12-18T20:26:27.379480] [INFO ] [sig       ] [2005/3568] Completed MCBS in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-18T20:26:27.379521] [INFO ] [sig       ] [2006/3568] Forecasting MCHI...
[2025-12-18T20:26:27.379551] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-18T20:26:27.379603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-18T20:26:27.394259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-18T20:26:27.394928] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-18T20:26:27.395949] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-18T20:26:27.396005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:27.396037] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:27.396064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:27.396122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:27.456206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:27.457398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:27.457499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:27.457533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:27.586284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:27.586542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:27.586616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:27.586652] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:27.590802] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=57.09%)
[2025-12-18T20:26:27.591136] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-18T20:26:27.591282] [INFO ] [sig       ] MCHI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:27.746270] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MCHI.txt
[2025-12-18T20:26:27.746485] [INFO ] [sig       ] [2006/3568] Completed MCHI in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-18T20:26:27.746528] [INFO ] [sig       ] [2007/3568] Forecasting MCHP...
[2025-12-18T20:26:27.746558] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-18T20:26:27.746613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-18T20:26:27.760415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-18T20:26:27.761007] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-18T20:26:27.762029] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-18T20:26:27.762085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:27.762164] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:27.762194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:27.762255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:27.822323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:27.823518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:27.823646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:27.823682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:27.950275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:27.950505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:27.950554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:27.950600] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:27.954726] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=35.16%)
[2025-12-18T20:26:27.955039] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-18T20:26:27.955192] [INFO ] [sig       ] MCHP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:28.102911] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MCHP.txt
[2025-12-18T20:26:28.103324] [INFO ] [sig       ] [2007/3568] Completed MCHP in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-18T20:26:28.103365] [INFO ] [sig       ] [2008/3568] Forecasting MCHX...
[2025-12-18T20:26:28.103394] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-18T20:26:28.103427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-18T20:26:28.118686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-18T20:26:28.119241] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-18T20:26:28.120195] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-18T20:26:28.120250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:28.120283] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:28.120309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:28.120365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:28.178427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:28.179610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:28.179701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:28.179734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:28.287028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:28.287194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:28.287238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:28.287301] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:28.291969] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-12-18T20:26:28.292257] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-18T20:26:28.292387] [INFO ] [sig       ] MCHX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:28.436653] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MCHX.txt
[2025-12-18T20:26:28.436838] [INFO ] [sig       ] [2008/3568] Completed MCHX in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-18T20:26:28.436878] [INFO ] [sig       ] [2009/3568] Forecasting MCI...
[2025-12-18T20:26:28.436923] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-18T20:26:28.436956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-18T20:26:28.450795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-18T20:26:28.451327] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-18T20:26:28.452275] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-18T20:26:28.452330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:28.452377] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:28.452431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:28.452501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:28.512279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:28.513423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:28.513529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:28.513565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:28.632408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:28.632644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:28.632694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:28.632723] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:28.636475] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-12-18T20:26:28.636810] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-18T20:26:28.636948] [INFO ] [sig       ] MCI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:28.785104] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MCI.txt
[2025-12-18T20:26:28.785305] [INFO ] [sig       ] [2009/3568] Completed MCI in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-18T20:26:28.785348] [INFO ] [sig       ] [2010/3568] Forecasting MCK...
[2025-12-18T20:26:28.785378] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-18T20:26:28.785410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-18T20:26:28.798413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-18T20:26:28.798900] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-18T20:26:28.799830] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-18T20:26:28.799882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:28.799914] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:28.799940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:28.799998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:28.859748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:28.860882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:28.860975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:28.861009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:28.982327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:28.982547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:28.982614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:28.982645] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:28.986313] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2025-12-18T20:26:28.986645] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-18T20:26:28.986780] [INFO ] [sig       ] MCK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:29.132321] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MCK.txt
[2025-12-18T20:26:29.132532] [INFO ] [sig       ] [2010/3568] Completed MCK in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-18T20:26:29.132591] [INFO ] [sig       ] [2011/3568] Forecasting MCN...
[2025-12-18T20:26:29.132624] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-18T20:26:29.132659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-18T20:26:29.146650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-18T20:26:29.147218] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-18T20:26:29.148152] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-18T20:26:29.148205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:29.148236] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:29.148262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:29.148320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:29.208291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:29.209477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:29.209604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:29.209642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:29.336711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:29.336933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:29.336984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:29.337013] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:29.340895] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-12-18T20:26:29.341233] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-18T20:26:29.341378] [INFO ] [sig       ] MCN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:29.496285] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MCN.txt
[2025-12-18T20:26:29.496604] [INFO ] [sig       ] [2011/3568] Completed MCN in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-18T20:26:29.496657] [INFO ] [sig       ] [2012/3568] Forecasting MCO...
[2025-12-18T20:26:29.496691] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-18T20:26:29.496723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-18T20:26:29.511467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-18T20:26:29.511983] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-18T20:26:29.513048] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-18T20:26:29.513111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:29.513144] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:29.513171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:29.513231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:29.577991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:29.579187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:29.579299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:29.579335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:29.702536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:29.702787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:29.702841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:29.702896] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:29.706996] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-18T20:26:29.707332] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-18T20:26:29.707481] [INFO ] [sig       ] MCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:29.859028] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MCO.txt
[2025-12-18T20:26:29.859234] [INFO ] [sig       ] [2012/3568] Completed MCO in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-18T20:26:29.859278] [INFO ] [sig       ] [2013/3568] Forecasting MCRB...
[2025-12-18T20:26:29.859311] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-18T20:26:29.859344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-18T20:26:29.873170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-18T20:26:29.873814] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-18T20:26:29.874751] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-18T20:26:29.874804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:29.874837] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:29.874864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:29.874924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:29.934959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:29.936403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:29.936525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:29.936561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:30.056883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:30.057159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:30.057210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:30.057240] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:30.062095] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=26.23%)
[2025-12-18T20:26:30.062508] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-18T20:26:30.062695] [INFO ] [sig       ] MCRB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:30.209346] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MCRB.txt
[2025-12-18T20:26:30.209560] [INFO ] [sig       ] [2013/3568] Completed MCRB in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-18T20:26:30.209637] [INFO ] [sig       ] [2014/3568] Forecasting MCRI...
[2025-12-18T20:26:30.209676] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-18T20:26:30.209709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-18T20:26:30.222993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-18T20:26:30.223501] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-18T20:26:30.224411] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-18T20:26:30.224464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:30.224498] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:30.224527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:30.224614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:30.287324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:30.288707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:30.288839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:30.288913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:30.415603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:30.415834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:30.415887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:30.415918] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:30.420004] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-18T20:26:30.420348] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-18T20:26:30.420507] [INFO ] [sig       ] MCRI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:30.565358] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MCRI.txt
[2025-12-18T20:26:30.565611] [INFO ] [sig       ] [2014/3568] Completed MCRI in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-18T20:26:30.565662] [INFO ] [sig       ] [2015/3568] Forecasting MCS...
[2025-12-18T20:26:30.565696] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-18T20:26:30.565728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-18T20:26:30.580981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-18T20:26:30.581737] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-18T20:26:30.582867] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-18T20:26:30.582920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:30.582953] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:30.582982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:30.583041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:30.643251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:30.644810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:30.644969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:30.645006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:30.774305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:30.774550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:30.774623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:30.774656] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:30.778663] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-12-18T20:26:30.779067] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-18T20:26:30.779221] [INFO ] [sig       ] MCS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:30.931123] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MCS.txt
[2025-12-18T20:26:30.931390] [INFO ] [sig       ] [2015/3568] Completed MCS in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-18T20:26:30.931438] [INFO ] [sig       ] [2016/3568] Forecasting MCY...
[2025-12-18T20:26:30.931474] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-18T20:26:30.931537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-18T20:26:30.949943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-18T20:26:30.950652] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-18T20:26:30.951839] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-18T20:26:30.951900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:30.951939] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:30.951972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:30.952076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:31.020718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:31.021866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:31.021968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:31.022003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:31.145759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:31.146041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:31.146112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:31.146145] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:31.150298] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=38.48%)
[2025-12-18T20:26:31.150672] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-18T20:26:31.150863] [INFO ] [sig       ] MCY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:31.296564] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MCY.txt
[2025-12-18T20:26:31.296805] [INFO ] [sig       ] [2016/3568] Completed MCY in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-18T20:26:31.296860] [INFO ] [sig       ] [2017/3568] Forecasting MD...
[2025-12-18T20:26:31.296893] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-18T20:26:31.296927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-18T20:26:31.311113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-18T20:26:31.311697] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-18T20:26:31.312855] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-18T20:26:31.312918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:31.312961] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:31.312995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:31.313082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:31.378105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:31.379363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:31.379471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:31.379512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:31.508068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:31.508238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:31.508283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:31.508312] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:31.511683] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-12-18T20:26:31.511958] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-18T20:26:31.512089] [INFO ] [sig       ] MD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:31.647884] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MD.txt
[2025-12-18T20:26:31.648041] [INFO ] [sig       ] [2017/3568] Completed MD in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-18T20:26:31.648081] [INFO ] [sig       ] [2018/3568] Forecasting MDAI...
[2025-12-18T20:26:31.648109] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-18T20:26:31.648139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-18T20:26:31.659546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-18T20:26:31.659852] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-18T20:26:31.660615] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-18T20:26:31.660676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:31.660708] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:31.660735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:31.660791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:31.715941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:31.716804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:31.716889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:31.716920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:31.834116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:31.834280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:31.834321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:31.834350] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:31.837709] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-18T20:26:31.837996] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-18T20:26:31.838125] [INFO ] [sig       ] MDAI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:31.978017] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MDAI.txt
[2025-12-18T20:26:31.978176] [INFO ] [sig       ] [2018/3568] Completed MDAI in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-18T20:26:31.978216] [INFO ] [sig       ] [2019/3568] Forecasting MDB...
[2025-12-18T20:26:31.978246] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-18T20:26:31.978275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-18T20:26:31.989900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-18T20:26:31.990171] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-18T20:26:31.990940] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-18T20:26:31.990991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:31.991023] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:31.991050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:31.991107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:32.046637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:32.047374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:32.047452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:32.047483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:32.170865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:32.171016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:32.171056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:32.171086] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:32.174397] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=60.57%)
[2025-12-18T20:26:32.174684] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-18T20:26:32.174810] [INFO ] [sig       ] MDB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:32.316453] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MDB.txt
[2025-12-18T20:26:32.316626] [INFO ] [sig       ] [2019/3568] Completed MDB in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-18T20:26:32.316669] [INFO ] [sig       ] [2020/3568] Forecasting MDGL...
[2025-12-18T20:26:32.316698] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-18T20:26:32.316728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-18T20:26:32.328087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-18T20:26:32.328445] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-18T20:26:32.329260] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-18T20:26:32.329313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:32.329345] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:32.329372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:32.329427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:32.386366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:32.387204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:32.387283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:32.387315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:32.505269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:32.505428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:32.505470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:32.505498] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:32.508846] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-18T20:26:32.509556] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-18T20:26:32.509991] [INFO ] [sig       ] MDGL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:32.650140] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MDGL.txt
[2025-12-18T20:26:32.650301] [INFO ] [sig       ] [2020/3568] Completed MDGL in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-18T20:26:32.650340] [INFO ] [sig       ] [2021/3568] Forecasting MDLZ...
[2025-12-18T20:26:32.650370] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-18T20:26:32.650399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-18T20:26:32.661939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-18T20:26:32.662244] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-18T20:26:32.663085] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-18T20:26:32.663136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:32.663166] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:32.663192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:32.663249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:32.719378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:32.720268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:32.720366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:32.720398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:32.854525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:32.854708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:32.854753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:32.854786] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:32.858287] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-12-18T20:26:32.858609] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-18T20:26:32.858749] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:33.001778] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MDLZ.txt
[2025-12-18T20:26:33.001940] [INFO ] [sig       ] [2021/3568] Completed MDLZ in 0.4s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-18T20:26:33.001981] [INFO ] [sig       ] [2022/3568] Forecasting MDWD...
[2025-12-18T20:26:33.002011] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-18T20:26:33.002040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-18T20:26:33.013893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-18T20:26:33.014269] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-18T20:26:33.015085] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-18T20:26:33.015137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:33.015216] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:33.015245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:33.015303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:33.073047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:33.073973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:33.074060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:33.074094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:33.187223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:33.187381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:33.187425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:33.187454] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:33.190956] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-18T20:26:33.191249] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-18T20:26:33.191384] [INFO ] [sig       ] MDWD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:33.330183] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MDWD.txt
[2025-12-18T20:26:33.330335] [INFO ] [sig       ] [2022/3568] Completed MDWD in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-18T20:26:33.330375] [INFO ] [sig       ] [2023/3568] Forecasting MDXG...
[2025-12-18T20:26:33.330406] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-18T20:26:33.330434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-18T20:26:33.341984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-18T20:26:33.342334] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-18T20:26:33.343138] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-18T20:26:33.343192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:33.343226] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:33.343253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:33.343311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:33.400037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:33.400784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:33.400863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:33.400895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:33.519743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:33.519901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:33.519942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:33.519970] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:33.523366] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2025-12-18T20:26:33.523678] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-18T20:26:33.523810] [INFO ] [sig       ] MDXG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:33.661906] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MDXG.txt
[2025-12-18T20:26:33.662058] [INFO ] [sig       ] [2023/3568] Completed MDXG in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-18T20:26:33.662097] [INFO ] [sig       ] [2024/3568] Forecasting MDXH...
[2025-12-18T20:26:33.662127] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-18T20:26:33.662156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-18T20:26:33.673058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-18T20:26:33.673369] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-18T20:26:33.674134] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-18T20:26:33.674185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:33.674216] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:33.674243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:33.674298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:33.729683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:33.730326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:33.730402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:33.730433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:33.846629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:33.846780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:33.846824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:33.846854] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:33.850243] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-18T20:26:33.850508] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-18T20:26:33.850652] [INFO ] [sig       ] MDXH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:34.002953] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MDXH.txt
[2025-12-18T20:26:34.003093] [INFO ] [sig       ] [2024/3568] Completed MDXH in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-18T20:26:34.003132] [INFO ] [sig       ] [2025/3568] Forecasting MEC...
[2025-12-18T20:26:34.003162] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-18T20:26:34.003193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-18T20:26:34.014873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-18T20:26:34.015152] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-18T20:26:34.015926] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-18T20:26:34.015976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:34.016008] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:34.016034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:34.016090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:34.073480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:34.074282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:34.074362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:34.074394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:34.194750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:34.194918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:34.194960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:34.195017] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:34.198303] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=36.43%)
[2025-12-18T20:26:34.198588] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-18T20:26:34.198712] [INFO ] [sig       ] MEC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:34.339997] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MEC.txt
[2025-12-18T20:26:34.340137] [INFO ] [sig       ] [2025/3568] Completed MEC in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-18T20:26:34.340177] [INFO ] [sig       ] [2026/3568] Forecasting MED...
[2025-12-18T20:26:34.340207] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-18T20:26:34.340238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-18T20:26:34.351786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-18T20:26:34.352066] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-18T20:26:34.352835] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-18T20:26:34.352885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:34.352916] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:34.352942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:34.352997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:34.408764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:34.409387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:34.409462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:34.409494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:34.530280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:34.530405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:34.530444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:34.530472] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:34.533680] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-18T20:26:34.533947] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-18T20:26:34.534067] [INFO ] [sig       ] MED: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:34.672049] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MED.txt
[2025-12-18T20:26:34.672166] [INFO ] [sig       ] [2026/3568] Completed MED in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-18T20:26:34.672202] [INFO ] [sig       ] [2027/3568] Forecasting MEDP...
[2025-12-18T20:26:34.672231] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-18T20:26:34.672260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-18T20:26:34.683820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-18T20:26:34.684090] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-18T20:26:34.684843] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-18T20:26:34.684895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:34.684926] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:34.684952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:34.685008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:34.740001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:34.740632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:34.740708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:34.740739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:34.859388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:34.859528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:34.859567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:34.859614] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:34.862838] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-12-18T20:26:34.863107] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-18T20:26:34.863227] [INFO ] [sig       ] MEDP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:35.006078] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MEDP.txt
[2025-12-18T20:26:35.006230] [INFO ] [sig       ] [2027/3568] Completed MEDP in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-18T20:26:35.006271] [INFO ] [sig       ] [2028/3568] Forecasting MEG...
[2025-12-18T20:26:35.006302] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-18T20:26:35.006333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-18T20:26:35.018002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-18T20:26:35.018281] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-18T20:26:35.019164] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-18T20:26:35.019216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:35.019248] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:35.019275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:35.019344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:35.077048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:35.077745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:35.077843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:35.077878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:35.197183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:35.197314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:35.197351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:35.197380] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:35.200820] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=20.80%)
[2025-12-18T20:26:35.201136] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-18T20:26:35.201265] [INFO ] [sig       ] MEG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:35.341924] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MEG.txt
[2025-12-18T20:26:35.342059] [INFO ] [sig       ] [2028/3568] Completed MEG in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-18T20:26:35.342099] [INFO ] [sig       ] [2029/3568] Forecasting MEGI...
[2025-12-18T20:26:35.342129] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-18T20:26:35.342160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-18T20:26:35.357619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-18T20:26:35.358088] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-18T20:26:35.358927] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-18T20:26:35.358979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:35.359047] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:35.359077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:35.359133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:35.415729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:35.416718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:35.416809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:35.416844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:35.540954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:35.541148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:35.541225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:35.541258] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:35.544777] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-12-18T20:26:35.545078] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-18T20:26:35.545217] [INFO ] [sig       ] MEGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:35.701082] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MEGI.txt
[2025-12-18T20:26:35.701251] [INFO ] [sig       ] [2029/3568] Completed MEGI in 0.4s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-18T20:26:35.701292] [INFO ] [sig       ] [2030/3568] Forecasting MEI...
[2025-12-18T20:26:35.701323] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-18T20:26:35.701354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-18T20:26:35.714018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-18T20:26:35.714421] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-18T20:26:35.715223] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-18T20:26:35.715274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:35.715306] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:35.715332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:35.715387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:35.771811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:35.772743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:35.772828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:35.772864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:35.893848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:35.894005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:35.894045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:35.894074] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:35.897351] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-12-18T20:26:35.897634] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-18T20:26:35.897755] [INFO ] [sig       ] MEI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:36.035490] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MEI.txt
[2025-12-18T20:26:36.035637] [INFO ] [sig       ] [2030/3568] Completed MEI in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-18T20:26:36.035678] [INFO ] [sig       ] [2031/3568] Forecasting MELI...
[2025-12-18T20:26:36.035708] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-18T20:26:36.035738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-18T20:26:36.047123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-18T20:26:36.047432] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-18T20:26:36.048201] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-18T20:26:36.048252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:36.048282] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:36.048308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:36.048363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:36.104140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:36.104854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:36.104931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:36.104962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:36.226230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:36.226428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:36.226473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:36.226500] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:36.230067] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-12-18T20:26:36.230354] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-18T20:26:36.230476] [INFO ] [sig       ] MELI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:36.367292] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MELI.txt
[2025-12-18T20:26:36.367441] [INFO ] [sig       ] [2031/3568] Completed MELI in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-18T20:26:36.367481] [INFO ] [sig       ] [2032/3568] Forecasting MEOH...
[2025-12-18T20:26:36.367510] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-18T20:26:36.367539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-18T20:26:36.379097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-18T20:26:36.379460] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-18T20:26:36.380293] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-18T20:26:36.380346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:36.380378] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:36.380405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:36.380462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:36.438280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:36.439180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:36.439297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:36.439330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:36.564448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:36.564639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:36.564682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:36.564711] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:36.568802] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2025-12-18T20:26:36.569341] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-18T20:26:36.569486] [INFO ] [sig       ] MEOH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:36.713567] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MEOH.txt
[2025-12-18T20:26:36.713775] [INFO ] [sig       ] [2032/3568] Completed MEOH in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-18T20:26:36.713826] [INFO ] [sig       ] [2033/3568] Forecasting MERC...
[2025-12-18T20:26:36.713859] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-18T20:26:36.713889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-18T20:26:36.726216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-18T20:26:36.726649] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-18T20:26:36.727467] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-18T20:26:36.727520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:36.727552] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:36.727597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:36.727662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:36.808446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:36.809630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:36.809756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:36.809809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:36.965746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:36.965944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:36.965997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:36.966032] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:36.970947] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-12-18T20:26:36.971393] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-18T20:26:36.971554] [INFO ] [sig       ] MERC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:37.156383] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MERC.txt
[2025-12-18T20:26:37.156600] [INFO ] [sig       ] [2033/3568] Completed MERC in 0.4s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-18T20:26:37.156651] [INFO ] [sig       ] [2034/3568] Forecasting META...
[2025-12-18T20:26:37.156688] [INFO ] [sig       ] Generating forecast for: META
[2025-12-18T20:26:37.156722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-18T20:26:37.183294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-18T20:26:37.183819] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-18T20:26:37.184913] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-18T20:26:37.184982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:37.185035] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:37.185082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:37.185174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:37.277027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:37.278211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:37.278344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:37.278392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:37.452941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:37.453143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:37.453214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:37.453263] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:37.459059] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-12-18T20:26:37.459628] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-18T20:26:37.459901] [INFO ] [sig       ] META: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:37.623785] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/META.txt
[2025-12-18T20:26:37.623953] [INFO ] [sig       ] [2034/3568] Completed META in 0.5s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-18T20:26:37.623994] [INFO ] [sig       ] [2035/3568] Forecasting METC...
[2025-12-18T20:26:37.624025] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-18T20:26:37.624055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-18T20:26:37.637715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-18T20:26:37.638116] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-18T20:26:37.639027] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-18T20:26:37.639089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:37.639129] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:37.639156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:37.639214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:37.708722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:37.709806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:37.709898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:37.709933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:37.837021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:37.837200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:37.837246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:37.837278] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:37.841400] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=30.77%)
[2025-12-18T20:26:37.841822] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-18T20:26:37.841978] [INFO ] [sig       ] METC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:37.993447] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/METC.txt
[2025-12-18T20:26:37.993627] [INFO ] [sig       ] [2035/3568] Completed METC in 0.4s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:37.993669] [INFO ] [sig       ] [2036/3568] Forecasting METCB...
[2025-12-18T20:26:37.993701] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-18T20:26:37.993730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-18T20:26:38.005126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-18T20:26:38.005452] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-18T20:26:38.006356] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-18T20:26:38.006409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:38.006443] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:38.006471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:38.006529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:38.066119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:38.066964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:38.067047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:38.067091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:38.194690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:38.194865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:38.194931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:38.194970] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:38.198525] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-18T20:26:38.198819] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-18T20:26:38.198945] [INFO ] [sig       ] METCB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:38.341509] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/METCB.txt
[2025-12-18T20:26:38.341679] [INFO ] [sig       ] [2036/3568] Completed METCB in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:38.341727] [INFO ] [sig       ] [2037/3568] Forecasting METD...
[2025-12-18T20:26:38.341771] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-18T20:26:38.341804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-18T20:26:38.353311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-18T20:26:38.353644] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-18T20:26:38.354405] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-18T20:26:38.354455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:38.354485] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:38.354512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:38.354593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:38.411827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:38.412536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:38.412634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:38.412668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:38.535767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:38.535924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:38.535967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:38.535995] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:38.539412] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=45.65%)
[2025-12-18T20:26:38.539715] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-18T20:26:38.539843] [INFO ] [sig       ] METD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:38.677837] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/METD.txt
[2025-12-18T20:26:38.677986] [INFO ] [sig       ] [2037/3568] Completed METD in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:38.678025] [INFO ] [sig       ] [2038/3568] Forecasting MFA...
[2025-12-18T20:26:38.678056] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-18T20:26:38.678085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-18T20:26:38.689440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-18T20:26:38.689829] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-18T20:26:38.690701] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-18T20:26:38.690753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:38.690785] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:38.690811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:38.690866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:38.747874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:38.748702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:38.748801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:38.748834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:38.870769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:38.870923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:38.870964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:38.870994] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:38.874370] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-18T20:26:38.874688] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-18T20:26:38.874820] [INFO ] [sig       ] MFA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:39.012713] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MFA.txt
[2025-12-18T20:26:39.012862] [INFO ] [sig       ] [2038/3568] Completed MFA in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:39.012900] [INFO ] [sig       ] [2039/3568] Forecasting MFC...
[2025-12-18T20:26:39.012929] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-18T20:26:39.012960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-18T20:26:39.321745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-18T20:26:39.322231] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-18T20:26:39.323071] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-18T20:26:39.323123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:39.323186] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:39.323214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:39.323270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:39.379413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:39.380273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:39.380359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:39.380393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:39.501590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:39.501756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:39.501798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:39.501825] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:39.505278] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-18T20:26:39.505597] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-18T20:26:39.505735] [INFO ] [sig       ] MFC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:39.657538] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MFC.txt
[2025-12-18T20:26:39.657715] [INFO ] [sig       ] [2039/3568] Completed MFC in 0.6s | 2.93 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:39.657756] [INFO ] [sig       ] [2040/3568] Forecasting MFG...
[2025-12-18T20:26:39.657785] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-18T20:26:39.657816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-18T20:26:39.670790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-18T20:26:39.671220] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-18T20:26:39.672084] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-18T20:26:39.672135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:39.672179] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:39.672206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:39.672261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:39.728207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:39.728839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:39.728915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:39.728946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:39.850312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:39.850413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:39.850448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:39.850475] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:39.853505] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-18T20:26:39.853782] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-18T20:26:39.853903] [INFO ] [sig       ] MFG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:39.989654] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MFG.txt
[2025-12-18T20:26:39.989758] [INFO ] [sig       ] [2040/3568] Completed MFG in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:39.989795] [INFO ] [sig       ] [2041/3568] Forecasting MFI...
[2025-12-18T20:26:39.989823] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-18T20:26:39.989853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-18T20:26:40.004867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-18T20:26:40.005151] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-18T20:26:40.005920] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-18T20:26:40.005970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:40.006000] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:40.006026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:40.006081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:40.061086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:40.061870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:40.061945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:40.061977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:40.180628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:40.180815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:40.180857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:40.180885] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:40.184236] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-18T20:26:40.184517] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-18T20:26:40.184654] [INFO ] [sig       ] MFI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:40.320697] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MFI.txt
[2025-12-18T20:26:40.320804] [INFO ] [sig       ] [2041/3568] Completed MFI in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:40.320841] [INFO ] [sig       ] [2042/3568] Forecasting MFIC...
[2025-12-18T20:26:40.320885] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-18T20:26:40.320922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-18T20:26:40.332992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-18T20:26:40.333268] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-18T20:26:40.334038] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-18T20:26:40.334089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:40.334120] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:40.334146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:40.334202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:40.390381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:40.390962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:40.391039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:40.391070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:40.508899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:40.508988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:40.509051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:40.509081] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:40.512094] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=17.20%)
[2025-12-18T20:26:40.512353] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-18T20:26:40.512473] [INFO ] [sig       ] MFIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:40.648970] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MFIC.txt
[2025-12-18T20:26:40.649088] [INFO ] [sig       ] [2042/3568] Completed MFIC in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:40.649125] [INFO ] [sig       ] [2043/3568] Forecasting MFIN...
[2025-12-18T20:26:40.649154] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-18T20:26:40.649183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-18T20:26:40.660015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-18T20:26:40.660267] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-18T20:26:40.661017] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-18T20:26:40.661067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:40.661098] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:40.661125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:40.661180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:40.717001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:40.717603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:40.717686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:40.717717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:40.838695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:40.838789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:40.838825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:40.838853] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:40.841946] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-12-18T20:26:40.842206] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-18T20:26:40.842321] [INFO ] [sig       ] MFIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:40.982667] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MFIN.txt
[2025-12-18T20:26:40.982773] [INFO ] [sig       ] [2043/3568] Completed MFIN in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:40.982809] [INFO ] [sig       ] [2044/3568] Forecasting MFM...
[2025-12-18T20:26:40.982843] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-18T20:26:40.982874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-18T20:26:40.993776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-18T20:26:40.994037] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-18T20:26:40.994798] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-18T20:26:40.994849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:40.994880] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:40.994906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:40.994962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:41.050200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:41.050812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:41.050888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:41.050920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:41.166502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:41.166677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:41.166721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:41.166749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:41.170457] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-12-18T20:26:41.170759] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-18T20:26:41.170889] [INFO ] [sig       ] MFM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:41.312685] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MFM.txt
[2025-12-18T20:26:41.312834] [INFO ] [sig       ] [2044/3568] Completed MFM in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-18T20:26:41.312873] [INFO ] [sig       ] [2045/3568] Forecasting MG...
[2025-12-18T20:26:41.312903] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-18T20:26:41.312933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-18T20:26:41.324334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-18T20:26:41.324600] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-18T20:26:41.325333] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-18T20:26:41.325384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:41.325414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:41.325441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:41.325497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:41.381760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:41.382377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:41.382452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:41.382484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:41.495239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:41.495375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:41.495415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:41.495443] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:41.498658] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=31.16%)
[2025-12-18T20:26:41.498922] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-18T20:26:41.499059] [INFO ] [sig       ] MG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:41.635469] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MG.txt
[2025-12-18T20:26:41.635603] [INFO ] [sig       ] [2045/3568] Completed MG in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-18T20:26:41.635644] [INFO ] [sig       ] [2046/3568] Forecasting MGA...
[2025-12-18T20:26:41.635673] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-18T20:26:41.635701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-18T20:26:41.646371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-18T20:26:41.646669] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-18T20:26:41.647407] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-18T20:26:41.647456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:41.647487] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:41.647513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:41.647592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:41.705960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:41.706780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:41.706858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:41.706889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:41.827127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:41.827287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:41.827330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:41.827358] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:41.830693] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=81.34%)
[2025-12-18T20:26:41.830961] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-18T20:26:41.831081] [INFO ] [sig       ] MGA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:41.967409] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MGA.txt
[2025-12-18T20:26:41.967534] [INFO ] [sig       ] [2046/3568] Completed MGA in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-18T20:26:41.967587] [INFO ] [sig       ] [2047/3568] Forecasting MGEE...
[2025-12-18T20:26:41.967620] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-18T20:26:41.967648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-18T20:26:41.978925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-18T20:26:41.979217] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-18T20:26:41.979978] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-18T20:26:41.980029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:41.980059] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:41.980085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:41.980140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:42.035138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:42.035925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:42.036004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:42.036036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:42.151584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:42.151718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:42.151758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:42.151786] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:42.155102] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=51.63%)
[2025-12-18T20:26:42.155373] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-18T20:26:42.155497] [INFO ] [sig       ] MGEE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:42.293007] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MGEE.txt
[2025-12-18T20:26:42.293163] [INFO ] [sig       ] [2047/3568] Completed MGEE in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-18T20:26:42.293202] [INFO ] [sig       ] [2048/3568] Forecasting MGIC...
[2025-12-18T20:26:42.293232] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-18T20:26:42.293261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-18T20:26:42.305027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-18T20:26:42.305387] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-18T20:26:42.306203] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-18T20:26:42.306254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:42.306285] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:42.306311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:42.306367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:42.361292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:42.362021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:42.362103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:42.362135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:42.486782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:42.486955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:42.486998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:42.487026] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:42.494233] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-18T20:26:42.494702] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-18T20:26:42.494858] [INFO ] [sig       ] MGIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:42.637270] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MGIC.txt
[2025-12-18T20:26:42.637431] [INFO ] [sig       ] [2048/3568] Completed MGIC in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-18T20:26:42.637471] [INFO ] [sig       ] [2049/3568] Forecasting MGM...
[2025-12-18T20:26:42.637502] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-18T20:26:42.637533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-18T20:26:42.649342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-18T20:26:42.649736] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-18T20:26:42.650531] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-18T20:26:42.650609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:42.650644] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:42.650670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:42.650727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:42.706031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:42.706921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:42.707046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:42.707080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:42.826911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:42.827074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:42.827115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:42.827145] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:42.830509] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-18T20:26:42.830822] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-18T20:26:42.830951] [INFO ] [sig       ] MGM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:42.968517] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MGM.txt
[2025-12-18T20:26:42.968686] [INFO ] [sig       ] [2049/3568] Completed MGM in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-18T20:26:42.968726] [INFO ] [sig       ] [2050/3568] Forecasting MGNI...
[2025-12-18T20:26:42.968758] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-18T20:26:42.968789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-18T20:26:42.980250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-18T20:26:42.980553] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-18T20:26:42.981320] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-18T20:26:42.981370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:42.981405] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:42.981431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:42.981488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:43.036892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:43.037518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:43.037612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:43.037646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:43.160244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:43.160388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:43.160431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:43.160460] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:43.163768] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=75.56%)
[2025-12-18T20:26:43.164055] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-18T20:26:43.164182] [INFO ] [sig       ] MGNI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:43.305202] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MGNI.txt
[2025-12-18T20:26:43.305331] [INFO ] [sig       ] [2050/3568] Completed MGNI in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-18T20:26:43.305368] [INFO ] [sig       ] [2051/3568] Forecasting MGNX...
[2025-12-18T20:26:43.305398] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-18T20:26:43.305434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-18T20:26:43.317148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-18T20:26:43.317438] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-18T20:26:43.318213] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-18T20:26:43.318265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:43.318296] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:43.318322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:43.318389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:43.374388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:43.375062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:43.375139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:43.375170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:43.492094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:43.492236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:43.492276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:43.492305] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:43.495607] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-12-18T20:26:43.495876] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-18T20:26:43.495998] [INFO ] [sig       ] MGNX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:43.634476] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MGNX.txt
[2025-12-18T20:26:43.634619] [INFO ] [sig       ] [2051/3568] Completed MGNX in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-18T20:26:43.634659] [INFO ] [sig       ] [2052/3568] Forecasting MGPI...
[2025-12-18T20:26:43.634688] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-18T20:26:43.634719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-18T20:26:43.645913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-18T20:26:43.646183] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-18T20:26:43.646944] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-18T20:26:43.646995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:43.647029] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:43.647057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:43.647113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:43.703596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:43.704202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:43.704280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:43.704310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:43.822255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:43.822413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:43.822455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:43.822485] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:43.825797] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-12-18T20:26:43.826075] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-18T20:26:43.826196] [INFO ] [sig       ] MGPI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:43.963984] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MGPI.txt
[2025-12-18T20:26:43.964133] [INFO ] [sig       ] [2052/3568] Completed MGPI in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:43.964173] [INFO ] [sig       ] [2053/3568] Forecasting MGRC...
[2025-12-18T20:26:43.964208] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-18T20:26:43.964238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-18T20:26:43.975723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-18T20:26:43.976128] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-18T20:26:43.976952] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-18T20:26:43.977019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:43.977053] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:43.977080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:43.977136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:44.033003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:44.033852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:44.033931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:44.033963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:44.151190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:44.151379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:44.151423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:44.151452] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:44.154923] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=83.82%)
[2025-12-18T20:26:44.155205] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-18T20:26:44.155338] [INFO ] [sig       ] MGRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:44.291975] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MGRC.txt
[2025-12-18T20:26:44.292092] [INFO ] [sig       ] [2053/3568] Completed MGRC in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:44.292130] [INFO ] [sig       ] [2054/3568] Forecasting MGTX...
[2025-12-18T20:26:44.292159] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-18T20:26:44.292188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-18T20:26:44.303213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-18T20:26:44.303481] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-18T20:26:44.304332] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-18T20:26:44.304384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:44.304415] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:44.304443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:44.304499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:44.360461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:44.361099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:44.361176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:44.361207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:44.474443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:44.474600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:44.474642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:44.474669] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:44.477918] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-18T20:26:44.478193] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-18T20:26:44.478313] [INFO ] [sig       ] MGTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:44.616527] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MGTX.txt
[2025-12-18T20:26:44.616668] [INFO ] [sig       ] [2054/3568] Completed MGTX in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:44.616707] [INFO ] [sig       ] [2055/3568] Forecasting MGX...
[2025-12-18T20:26:44.616737] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-18T20:26:44.616766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-18T20:26:44.632114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-18T20:26:44.632548] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-18T20:26:44.633692] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-18T20:26:44.633761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:44.633813] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:44.633861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:44.633953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:44.695777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:44.696637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:44.696719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:44.696751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:44.813898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:44.814034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:44.814076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:44.814106] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:44.817338] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-18T20:26:44.817624] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-18T20:26:44.817746] [INFO ] [sig       ] MGX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:44.959389] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MGX.txt
[2025-12-18T20:26:44.959528] [INFO ] [sig       ] [2055/3568] Completed MGX in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:44.959595] [INFO ] [sig       ] [2056/3568] Forecasting MGY...
[2025-12-18T20:26:44.959639] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-18T20:26:44.959674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-18T20:26:44.970942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-18T20:26:44.971233] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-18T20:26:44.972002] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-18T20:26:44.972056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:44.972114] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:44.972142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:44.972198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:45.029054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:45.029942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:45.030028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:45.030064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:45.149962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:45.150114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:45.150159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:45.150188] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:45.153714] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=57.53%)
[2025-12-18T20:26:45.153992] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-18T20:26:45.154119] [INFO ] [sig       ] MGY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:45.294336] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MGY.txt
[2025-12-18T20:26:45.294476] [INFO ] [sig       ] [2056/3568] Completed MGY in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:45.294515] [INFO ] [sig       ] [2057/3568] Forecasting MHD...
[2025-12-18T20:26:45.294543] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-18T20:26:45.294592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-18T20:26:45.305990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-18T20:26:45.306268] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-18T20:26:45.307089] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-18T20:26:45.307140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:45.307170] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:45.307197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:45.307252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:45.363306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:45.363959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:45.364035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:45.364067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:45.476056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:45.476208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:45.476249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:45.476278] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:45.479565] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-18T20:26:45.479852] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-18T20:26:45.479973] [INFO ] [sig       ] MHD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:45.616566] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MHD.txt
[2025-12-18T20:26:45.616710] [INFO ] [sig       ] [2057/3568] Completed MHD in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:45.616747] [INFO ] [sig       ] [2058/3568] Forecasting MHF...
[2025-12-18T20:26:45.616776] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-18T20:26:45.616806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-18T20:26:45.627794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-18T20:26:45.628083] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-18T20:26:45.628848] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-18T20:26:45.628898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:45.628929] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:45.628955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:45.629031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:45.687901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:45.688664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:45.688740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:45.688772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:45.806244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:45.806385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:45.806426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:45.806453] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:45.809767] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=66.06%)
[2025-12-18T20:26:45.810085] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-18T20:26:45.810209] [INFO ] [sig       ] MHF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:45.948664] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MHF.txt
[2025-12-18T20:26:45.948818] [INFO ] [sig       ] [2058/3568] Completed MHF in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:45.948858] [INFO ] [sig       ] [2059/3568] Forecasting MHK...
[2025-12-18T20:26:45.948888] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-18T20:26:45.948919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-18T20:26:45.960569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-18T20:26:45.960876] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-18T20:26:45.961675] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-18T20:26:45.961727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:45.961758] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:45.961784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:45.961841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:46.017469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:46.018123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:46.018200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:46.018232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:46.135811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:46.135963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:46.136006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:46.136034] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:46.139462] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-18T20:26:46.139750] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-18T20:26:46.139874] [INFO ] [sig       ] MHK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:46.283319] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MHK.txt
[2025-12-18T20:26:46.283488] [INFO ] [sig       ] [2059/3568] Completed MHK in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:46.283530] [INFO ] [sig       ] [2060/3568] Forecasting MHN...
[2025-12-18T20:26:46.283560] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-18T20:26:46.283614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-18T20:26:46.295439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-18T20:26:46.295842] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-18T20:26:46.296694] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-18T20:26:46.296750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:46.296783] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:46.296811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:46.296870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:46.359325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:46.360271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:46.360398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:46.360434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:46.481205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:46.481372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:46.481439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:46.481471] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:46.485024] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=39.36%)
[2025-12-18T20:26:46.485337] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-18T20:26:46.485470] [INFO ] [sig       ] MHN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:46.633515] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MHN.txt
[2025-12-18T20:26:46.633707] [INFO ] [sig       ] [2060/3568] Completed MHN in 0.4s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:46.633764] [INFO ] [sig       ] [2061/3568] Forecasting MHO...
[2025-12-18T20:26:46.633797] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-18T20:26:46.633830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-18T20:26:46.646006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-18T20:26:46.646369] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-18T20:26:46.647234] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-18T20:26:46.647286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:46.647318] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:46.647344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:46.647401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:46.708778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:46.709673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:46.709756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:46.709788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:46.834195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:46.834350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:46.834392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:46.834419] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:46.837880] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-12-18T20:26:46.838160] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-18T20:26:46.838325] [INFO ] [sig       ] MHO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:46.978584] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MHO.txt
[2025-12-18T20:26:46.978710] [INFO ] [sig       ] [2061/3568] Completed MHO in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:46.978747] [INFO ] [sig       ] [2062/3568] Forecasting MIDD...
[2025-12-18T20:26:46.978776] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-18T20:26:46.978806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-18T20:26:46.991194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-18T20:26:46.991470] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-18T20:26:46.992275] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-18T20:26:46.992328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:46.992360] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:46.992388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:46.992446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:47.051891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:47.052513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:47.052609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:47.052645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:47.170743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:47.170877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:47.170915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:47.170943] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:47.174507] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=33.56%)
[2025-12-18T20:26:47.174790] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-18T20:26:47.174911] [INFO ] [sig       ] MIDD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:47.313530] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MIDD.txt
[2025-12-18T20:26:47.313663] [INFO ] [sig       ] [2062/3568] Completed MIDD in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-18T20:26:47.313703] [INFO ] [sig       ] [2063/3568] Forecasting MIGI...
[2025-12-18T20:26:47.313730] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-18T20:26:47.313760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-18T20:26:47.325986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-18T20:26:47.326530] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-18T20:26:47.327385] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-18T20:26:47.327439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:47.327472] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:47.327499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:47.327557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:47.387288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:47.388045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:47.388127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:47.388162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:47.504313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:47.504495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:47.504540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:47.504587] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:47.507873] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-12-18T20:26:47.508142] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-18T20:26:47.508266] [INFO ] [sig       ] MIGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:47.644782] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MIGI.txt
[2025-12-18T20:26:47.644897] [INFO ] [sig       ] [2063/3568] Completed MIGI in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-18T20:26:47.644934] [INFO ] [sig       ] [2064/3568] Forecasting MILN...
[2025-12-18T20:26:47.644963] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-18T20:26:47.644993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-18T20:26:47.655696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-18T20:26:47.655953] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-18T20:26:47.656714] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-18T20:26:47.656765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:47.656808] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:47.656836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:47.656892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:47.712050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:47.712663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:47.712738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:47.712769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:47.819858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:47.819992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:47.820033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:47.820061] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:47.823438] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-18T20:26:47.823721] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-18T20:26:47.823842] [INFO ] [sig       ] MILN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:47.960792] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MILN.txt
[2025-12-18T20:26:47.960913] [INFO ] [sig       ] [2064/3568] Completed MILN in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-18T20:26:47.960951] [INFO ] [sig       ] [2065/3568] Forecasting MIND...
[2025-12-18T20:26:47.960980] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-18T20:26:47.961009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-18T20:26:47.971968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-18T20:26:47.972225] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-18T20:26:47.972978] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-18T20:26:47.973029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:47.973060] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:47.973086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:47.973142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:48.034658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:48.035341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:48.035425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:48.035460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:48.169023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:48.169189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:48.169232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:48.169261] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:48.172874] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=27.75%)
[2025-12-18T20:26:48.173216] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-18T20:26:48.173356] [INFO ] [sig       ] MIND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:48.321058] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MIND.txt
[2025-12-18T20:26:48.321224] [INFO ] [sig       ] [2065/3568] Completed MIND in 0.4s | 2.94 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-18T20:26:48.321273] [INFO ] [sig       ] [2066/3568] Forecasting MIRA...
[2025-12-18T20:26:48.321305] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-18T20:26:48.321336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-18T20:26:48.333227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-18T20:26:48.333606] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-18T20:26:48.334434] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-18T20:26:48.334486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:48.334520] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:48.334549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:48.334625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:48.396874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:48.397665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:48.397774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:48.397807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:48.525537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:48.525710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:48.525755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:48.525784] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:48.529348] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-12-18T20:26:48.529646] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-18T20:26:48.529774] [INFO ] [sig       ] MIRA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:48.677131] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MIRA.txt
[2025-12-18T20:26:48.677265] [INFO ] [sig       ] [2066/3568] Completed MIRA in 0.4s | 2.94 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-18T20:26:48.677312] [INFO ] [sig       ] [2067/3568] Forecasting MIRM...
[2025-12-18T20:26:48.677355] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-18T20:26:48.677402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-18T20:26:48.688801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-18T20:26:48.689113] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-18T20:26:48.689943] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-18T20:26:48.689996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:48.690029] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:48.690056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:48.690128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:48.755415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:48.756089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:48.756168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:48.756202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:48.878470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:48.878644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:48.878691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:48.878720] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:48.882354] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-18T20:26:48.882679] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-18T20:26:48.882810] [INFO ] [sig       ] MIRM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:49.027749] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MIRM.txt
[2025-12-18T20:26:49.027871] [INFO ] [sig       ] [2067/3568] Completed MIRM in 0.4s | 2.94 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-18T20:26:49.027915] [INFO ] [sig       ] [2068/3568] Forecasting MITK...
[2025-12-18T20:26:49.027946] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-18T20:26:49.027974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-18T20:26:49.039044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-18T20:26:49.039307] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-18T20:26:49.040061] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-18T20:26:49.040112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:49.040144] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:49.040170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:49.040227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:49.096213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:49.096872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:49.096953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:49.096986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:49.216018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:49.216175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:49.216215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:49.216243] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:49.219559] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-18T20:26:49.219849] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-18T20:26:49.219973] [INFO ] [sig       ] MITK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:49.357191] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MITK.txt
[2025-12-18T20:26:49.357314] [INFO ] [sig       ] [2068/3568] Completed MITK in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-18T20:26:49.357351] [INFO ] [sig       ] [2069/3568] Forecasting MIY...
[2025-12-18T20:26:49.357380] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-18T20:26:49.357410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-18T20:26:49.368394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-18T20:26:49.368717] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-18T20:26:49.369490] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-18T20:26:49.369541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:49.369591] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:49.369620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:49.369677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:49.425116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:49.425734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:49.425809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:49.425840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:49.543413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:49.543584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:49.543627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:49.543657] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:49.546909] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-12-18T20:26:49.547182] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-18T20:26:49.547335] [INFO ] [sig       ] MIY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:49.684535] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MIY.txt
[2025-12-18T20:26:49.684703] [INFO ] [sig       ] [2069/3568] Completed MIY in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-18T20:26:49.684743] [INFO ] [sig       ] [2070/3568] Forecasting MKC...
[2025-12-18T20:26:49.684772] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-18T20:26:49.684802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-18T20:26:49.695730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-18T20:26:49.695992] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-18T20:26:49.696743] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-18T20:26:49.696793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:49.696825] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:49.696852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:49.696907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:49.752720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:49.753453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:49.753531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:49.753563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:49.868806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:49.868961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:49.869023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:49.869054] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:49.872340] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=42.78%)
[2025-12-18T20:26:49.872630] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-18T20:26:49.872752] [INFO ] [sig       ] MKC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:50.010118] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MKC.txt
[2025-12-18T20:26:50.010271] [INFO ] [sig       ] [2070/3568] Completed MKC in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:50.010310] [INFO ] [sig       ] [2071/3568] Forecasting MKL...
[2025-12-18T20:26:50.010339] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-18T20:26:50.010371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-18T20:26:50.022077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-18T20:26:50.022441] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-18T20:26:50.023218] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-18T20:26:50.023268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:50.023299] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:50.023326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:50.023381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:50.079367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:50.080198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:50.080280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:50.080312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:50.194120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:50.194266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:50.194307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:50.194353] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:50.197607] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=57.29%)
[2025-12-18T20:26:50.197874] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-18T20:26:50.197994] [INFO ] [sig       ] MKL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:50.335400] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MKL.txt
[2025-12-18T20:26:50.335525] [INFO ] [sig       ] [2071/3568] Completed MKL in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:50.335563] [INFO ] [sig       ] [2072/3568] Forecasting MKSI...
[2025-12-18T20:26:50.335610] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-18T20:26:50.335641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-18T20:26:50.347061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-18T20:26:50.347321] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-18T20:26:50.348072] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-18T20:26:50.348123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:50.348153] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:50.348179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:50.348234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:50.404040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:50.404874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:50.404959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:50.404990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:50.525180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:50.525341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:50.525384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:50.525412] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:50.528775] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-18T20:26:50.529080] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-18T20:26:50.529208] [INFO ] [sig       ] MKSI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:50.665832] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MKSI.txt
[2025-12-18T20:26:50.665959] [INFO ] [sig       ] [2072/3568] Completed MKSI in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:50.665997] [INFO ] [sig       ] [2073/3568] Forecasting MKTX...
[2025-12-18T20:26:50.666025] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-18T20:26:50.666056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-18T20:26:50.677128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-18T20:26:50.677424] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-18T20:26:50.678184] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-18T20:26:50.678235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:50.678292] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:50.678320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:50.678376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:50.733944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:50.734528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:50.734633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:50.734667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:50.849022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:50.849176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:50.849217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:50.849244] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:50.852508] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=56.32%)
[2025-12-18T20:26:50.852791] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-18T20:26:50.852910] [INFO ] [sig       ] MKTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:50.989336] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MKTX.txt
[2025-12-18T20:26:50.989451] [INFO ] [sig       ] [2073/3568] Completed MKTX in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:50.989489] [INFO ] [sig       ] [2074/3568] Forecasting MLAB...
[2025-12-18T20:26:50.989519] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-18T20:26:50.989550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-18T20:26:51.001917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-18T20:26:51.002321] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-18T20:26:51.003168] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-18T20:26:51.003223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:51.003257] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:51.003286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:51.003345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:51.060358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:51.061194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:51.061279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:51.061315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:51.179796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:51.179959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:51.180003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:51.180032] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:51.183326] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-12-18T20:26:51.183613] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-18T20:26:51.183745] [INFO ] [sig       ] MLAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:51.321551] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MLAB.txt
[2025-12-18T20:26:51.321706] [INFO ] [sig       ] [2074/3568] Completed MLAB in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:51.321745] [INFO ] [sig       ] [2075/3568] Forecasting MLCO...
[2025-12-18T20:26:51.321776] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-18T20:26:51.321807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-18T20:26:51.332959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-18T20:26:51.333260] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-18T20:26:51.334040] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-18T20:26:51.334092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:51.334125] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:51.334166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:51.334224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:51.392465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:51.393188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:51.393272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:51.393304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:51.517398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:51.517553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:51.517612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:51.517642] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:51.520951] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-12-18T20:26:51.521242] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-18T20:26:51.521380] [INFO ] [sig       ] MLCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:51.661039] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MLCO.txt
[2025-12-18T20:26:51.661180] [INFO ] [sig       ] [2075/3568] Completed MLCO in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:51.661220] [INFO ] [sig       ] [2076/3568] Forecasting MLGO...
[2025-12-18T20:26:51.661251] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-18T20:26:51.661288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-18T20:26:51.672376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-18T20:26:51.672703] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-18T20:26:51.673483] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-18T20:26:51.673533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:51.673565] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:51.673613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:51.673670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:51.731640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:51.732468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:51.732552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:51.732605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:51.858463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:51.858836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:51.858877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:51.858940] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:51.863464] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-12-18T20:26:51.863794] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-18T20:26:51.863935] [INFO ] [sig       ] MLGO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:52.005222] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MLGO.txt
[2025-12-18T20:26:52.005371] [INFO ] [sig       ] [2076/3568] Completed MLGO in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:52.005412] [INFO ] [sig       ] [2077/3568] Forecasting MLI...
[2025-12-18T20:26:52.005441] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-18T20:26:52.005473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-18T20:26:52.017070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-18T20:26:52.017422] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-18T20:26:52.018224] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-18T20:26:52.018277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:52.018309] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:52.018337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:52.018395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:52.077920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:52.078742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:52.078824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:52.078858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:52.202537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:52.202715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:52.202761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:52.202791] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:52.206179] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-18T20:26:52.206458] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-18T20:26:52.206601] [INFO ] [sig       ] MLI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:52.348180] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MLI.txt
[2025-12-18T20:26:52.348314] [INFO ] [sig       ] [2077/3568] Completed MLI in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:52.348352] [INFO ] [sig       ] [2078/3568] Forecasting MLKN...
[2025-12-18T20:26:52.348380] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-18T20:26:52.348410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-18T20:26:52.360619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-18T20:26:52.360938] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-18T20:26:52.361763] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-18T20:26:52.361815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:52.361847] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:52.361874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:52.361934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:52.420060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:52.420913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:52.420997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:52.421031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:52.542888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:52.543042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:52.543083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:52.543111] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:52.546372] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-12-18T20:26:52.546662] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-18T20:26:52.546784] [INFO ] [sig       ] MLKN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:52.688196] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MLKN.txt
[2025-12-18T20:26:52.688345] [INFO ] [sig       ] [2078/3568] Completed MLKN in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:52.688389] [INFO ] [sig       ] [2079/3568] Forecasting MLM...
[2025-12-18T20:26:52.688418] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-18T20:26:52.688455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-18T20:26:52.699924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-18T20:26:52.700191] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-18T20:26:52.700973] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-18T20:26:52.701024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:52.701055] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:52.701082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:52.701138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:52.758424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:52.759096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:52.759174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:52.759212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:52.881750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:52.881903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:52.881944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:52.881972] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:52.885305] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=17.19%)
[2025-12-18T20:26:52.885599] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-18T20:26:52.885719] [INFO ] [sig       ] MLM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:53.025794] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MLM.txt
[2025-12-18T20:26:53.025933] [INFO ] [sig       ] [2079/3568] Completed MLM in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-18T20:26:53.025972] [INFO ] [sig       ] [2080/3568] Forecasting MLP...
[2025-12-18T20:26:53.026000] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-18T20:26:53.026030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-18T20:26:53.036806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-18T20:26:53.037081] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-18T20:26:53.037845] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-18T20:26:53.037895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:53.037927] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:53.037953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:53.038009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:53.093706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:53.094291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:53.094367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:53.094398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:53.200368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:53.200526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:53.200584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:53.200615] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:53.203904] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-18T20:26:53.204176] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-18T20:26:53.204298] [INFO ] [sig       ] MLP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:53.343516] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MLP.txt
[2025-12-18T20:26:53.343683] [INFO ] [sig       ] [2080/3568] Completed MLP in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-18T20:26:53.343724] [INFO ] [sig       ] [2081/3568] Forecasting MLTX...
[2025-12-18T20:26:53.343754] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-18T20:26:53.343784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-18T20:26:53.355162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-18T20:26:53.355509] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-18T20:26:53.356286] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-18T20:26:53.356341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:53.356372] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:53.356398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:53.356454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:53.413468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:53.414296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:53.414381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:53.414413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:53.532165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:53.532328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:53.532377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:53.532408] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:53.535839] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-18T20:26:53.536106] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-18T20:26:53.536234] [INFO ] [sig       ] MLTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:53.674253] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MLTX.txt
[2025-12-18T20:26:53.674381] [INFO ] [sig       ] [2081/3568] Completed MLTX in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-18T20:26:53.674418] [INFO ] [sig       ] [2082/3568] Forecasting MLYS...
[2025-12-18T20:26:53.674447] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-18T20:26:53.674477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-18T20:26:53.686052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-18T20:26:53.686326] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-18T20:26:53.687095] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-18T20:26:53.687145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:53.687176] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:53.687203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:53.687272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:53.743530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:53.744366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:53.744446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:53.744478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:53.858028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:53.858177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:53.858220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:53.858248] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:53.861672] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-18T20:26:53.861937] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-18T20:26:53.862057] [INFO ] [sig       ] MLYS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:53.999957] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MLYS.txt
[2025-12-18T20:26:54.000084] [INFO ] [sig       ] [2082/3568] Completed MLYS in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-18T20:26:54.000121] [INFO ] [sig       ] [2083/3568] Forecasting MMC...
[2025-12-18T20:26:54.000149] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-18T20:26:54.000179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-18T20:26:54.011347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-18T20:26:54.011653] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-18T20:26:54.012392] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-18T20:26:54.012442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:54.012473] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:54.012500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:54.012556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:54.068074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:54.068689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:54.068790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:54.068823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:54.191705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:54.191869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:54.191911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:54.191939] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:54.195536] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-18T20:26:54.195869] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-18T20:26:54.196001] [INFO ] [sig       ] MMC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:54.337109] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MMC.txt
[2025-12-18T20:26:54.337275] [INFO ] [sig       ] [2083/3568] Completed MMC in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-18T20:26:54.337327] [INFO ] [sig       ] [2084/3568] Forecasting MMD...
[2025-12-18T20:26:54.337356] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-18T20:26:54.337387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-18T20:26:54.349116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-18T20:26:54.349432] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-18T20:26:54.350189] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-18T20:26:54.350240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:54.350271] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:54.350297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:54.350353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:54.406569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:54.407348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:54.407426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:54.407458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:54.525097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:54.525255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:54.525297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:54.525326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:54.528638] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-18T20:26:54.528905] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-18T20:26:54.529049] [INFO ] [sig       ] MMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:54.666134] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MMD.txt
[2025-12-18T20:26:54.666257] [INFO ] [sig       ] [2084/3568] Completed MMD in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-18T20:26:54.666294] [INFO ] [sig       ] [2085/3568] Forecasting MMLP...
[2025-12-18T20:26:54.666322] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-18T20:26:54.666352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-18T20:26:54.677258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-18T20:26:54.677510] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-18T20:26:54.678255] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-18T20:26:54.678306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:54.678337] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:54.678363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:54.678419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:54.735715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:54.736324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:54.736413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:54.736451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:54.847433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:54.847551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:54.847606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:54.847635] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:54.850941] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-12-18T20:26:54.851202] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-18T20:26:54.851321] [INFO ] [sig       ] MMLP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:54.988089] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MMLP.txt
[2025-12-18T20:26:54.988199] [INFO ] [sig       ] [2085/3568] Completed MMLP in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-18T20:26:54.988237] [INFO ] [sig       ] [2086/3568] Forecasting MMS...
[2025-12-18T20:26:54.988268] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-18T20:26:54.988304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-18T20:26:54.999547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-18T20:26:54.999843] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-18T20:26:55.000630] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-18T20:26:55.000680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:55.000712] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:55.000738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:55.000794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:55.057305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:55.057900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:55.057975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:55.058006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:55.177046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:55.177155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:55.177193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:55.177220] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:55.181746] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=70.63%)
[2025-12-18T20:26:55.182304] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-18T20:26:55.182500] [INFO ] [sig       ] MMS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:55.332239] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MMS.txt
[2025-12-18T20:26:55.332459] [INFO ] [sig       ] [2086/3568] Completed MMS in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-18T20:26:55.332502] [INFO ] [sig       ] [2087/3568] Forecasting MMSI...
[2025-12-18T20:26:55.332531] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-18T20:26:55.332561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-18T20:26:55.344970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-18T20:26:55.345388] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-18T20:26:55.346232] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-18T20:26:55.346285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:55.346318] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:55.346345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:55.346400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:55.405446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:55.406543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:55.406655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:55.406688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:55.538745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:55.538906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:55.538953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:55.538982] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:55.542746] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=33.82%)
[2025-12-18T20:26:55.543091] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-18T20:26:55.543244] [INFO ] [sig       ] MMSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:55.691606] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MMSI.txt
[2025-12-18T20:26:55.691751] [INFO ] [sig       ] [2087/3568] Completed MMSI in 0.4s | 2.94 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-18T20:26:55.691792] [INFO ] [sig       ] [2088/3568] Forecasting MNDO...
[2025-12-18T20:26:55.691822] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-18T20:26:55.691852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-18T20:26:55.703483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-18T20:26:55.703805] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-18T20:26:55.704602] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-18T20:26:55.704665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:55.704698] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:55.704725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:55.704781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:55.764568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:55.765542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:55.765663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:55.765716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:55.878471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:55.878641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:55.878687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:55.878717] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:55.882304] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-12-18T20:26:55.882607] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-18T20:26:55.882741] [INFO ] [sig       ] MNDO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:56.021846] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MNDO.txt
[2025-12-18T20:26:56.021984] [INFO ] [sig       ] [2088/3568] Completed MNDO in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:56.022023] [INFO ] [sig       ] [2089/3568] Forecasting MNDY...
[2025-12-18T20:26:56.022052] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-18T20:26:56.022083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-18T20:26:56.033323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-18T20:26:56.033620] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-18T20:26:56.034369] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-18T20:26:56.034419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:56.034451] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:56.034478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:56.034534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:56.089738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:56.090306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:56.090383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:56.090413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:56.210639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:56.210792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:56.210832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:56.210862] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:56.214198] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-12-18T20:26:56.214483] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-18T20:26:56.214632] [INFO ] [sig       ] MNDY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:56.352089] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MNDY.txt
[2025-12-18T20:26:56.352220] [INFO ] [sig       ] [2089/3568] Completed MNDY in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:56.352258] [INFO ] [sig       ] [2090/3568] Forecasting MNKD...
[2025-12-18T20:26:56.352288] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-18T20:26:56.352320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-18T20:26:56.363517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-18T20:26:56.363825] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-18T20:26:56.364566] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-18T20:26:56.364635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:56.364692] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:56.364720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:56.364777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:56.420930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:56.421944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:56.422023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:56.422054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:56.545614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:56.545766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:56.545807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:56.545835] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:56.549420] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-18T20:26:56.549721] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-18T20:26:56.549841] [INFO ] [sig       ] MNKD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:56.686400] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MNKD.txt
[2025-12-18T20:26:56.686525] [INFO ] [sig       ] [2090/3568] Completed MNKD in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:56.686563] [INFO ] [sig       ] [2091/3568] Forecasting MNMD...
[2025-12-18T20:26:56.686610] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-18T20:26:56.686640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-18T20:26:56.697562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-18T20:26:56.697846] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-18T20:26:56.698615] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-18T20:26:56.698666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:56.698697] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:56.698724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:56.698780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:56.754504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:56.755185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:56.755262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:56.755294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:56.873129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:56.873282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:56.873326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:56.873355] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:56.876682] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=32.67%)
[2025-12-18T20:26:56.876960] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-18T20:26:56.877085] [INFO ] [sig       ] MNMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:57.019669] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MNMD.txt
[2025-12-18T20:26:57.019807] [INFO ] [sig       ] [2091/3568] Completed MNMD in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:57.019847] [INFO ] [sig       ] [2092/3568] Forecasting MNRO...
[2025-12-18T20:26:57.019877] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-18T20:26:57.019908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-18T20:26:57.031340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-18T20:26:57.031670] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-18T20:26:57.032452] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-18T20:26:57.032504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:57.032537] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:57.032565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:57.032651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:57.097471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:57.098588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:57.098683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:57.098717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:57.221169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:57.221329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:57.221379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:57.221413] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:57.225185] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-18T20:26:57.225466] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-18T20:26:57.225802] [INFO ] [sig       ] MNRO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:57.364267] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MNRO.txt
[2025-12-18T20:26:57.364444] [INFO ] [sig       ] [2092/3568] Completed MNRO in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:57.364491] [INFO ] [sig       ] [2093/3568] Forecasting MNSO...
[2025-12-18T20:26:57.364522] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-18T20:26:57.364554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-18T20:26:57.377153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-18T20:26:57.377478] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-18T20:26:57.378298] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-18T20:26:57.378350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:57.378381] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:57.378408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:57.378465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:57.436505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:57.437248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:57.437332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:57.437365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:57.555307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:57.555470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:57.555513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:57.555593] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:57.559070] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-18T20:26:57.559385] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-18T20:26:57.559534] [INFO ] [sig       ] MNSO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:57.697370] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MNSO.txt
[2025-12-18T20:26:57.697500] [INFO ] [sig       ] [2093/3568] Completed MNSO in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:57.697538] [INFO ] [sig       ] [2094/3568] Forecasting MNTK...
[2025-12-18T20:26:57.697566] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-18T20:26:57.697622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-18T20:26:57.708762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-18T20:26:57.709072] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-18T20:26:57.709852] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-18T20:26:57.709902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:57.709933] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:57.709959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:57.710015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:57.765228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:57.765881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:57.765957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:57.765988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:57.880329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:57.880484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:57.880525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:57.880554] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:57.883845] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=34.60%)
[2025-12-18T20:26:57.884113] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-18T20:26:57.884236] [INFO ] [sig       ] MNTK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:58.024144] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MNTK.txt
[2025-12-18T20:26:58.024277] [INFO ] [sig       ] [2094/3568] Completed MNTK in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:58.024316] [INFO ] [sig       ] [2095/3568] Forecasting MNY...
[2025-12-18T20:26:58.024345] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-18T20:26:58.024375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-18T20:26:58.035557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-18T20:26:58.035883] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-18T20:26:58.036651] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-18T20:26:58.036701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:58.036732] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:58.036759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:58.036816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:58.095790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:58.096615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:58.096698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:58.096731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:58.210631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:58.210810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:58.210853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:58.210882] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:58.214180] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-18T20:26:58.214480] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-18T20:26:58.214626] [INFO ] [sig       ] MNY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:58.420424] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MNY.txt
[2025-12-18T20:26:58.420600] [INFO ] [sig       ] [2095/3568] Completed MNY in 0.4s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:58.420644] [INFO ] [sig       ] [2096/3568] Forecasting MOD...
[2025-12-18T20:26:58.420675] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-18T20:26:58.420708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-18T20:26:58.432805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-18T20:26:58.433192] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-18T20:26:58.434039] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-18T20:26:58.434094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:58.434126] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:58.434154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:58.434242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:58.494397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:58.495274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:58.495366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:58.495408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:58.617177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:58.617329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:58.617371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:58.617398] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:58.620754] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-18T20:26:58.621024] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-18T20:26:58.621147] [INFO ] [sig       ] MOD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:58.765275] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MOD.txt
[2025-12-18T20:26:58.765430] [INFO ] [sig       ] [2096/3568] Completed MOD in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:58.765469] [INFO ] [sig       ] [2097/3568] Forecasting MODG...
[2025-12-18T20:26:58.765499] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-18T20:26:58.765531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-18T20:26:58.777824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-18T20:26:58.778164] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-18T20:26:58.778965] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-18T20:26:58.779045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:58.779089] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:58.779131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:58.779191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:58.836528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:58.837309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:58.837391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:58.837424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:58.957344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:58.957491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:58.957532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:58.957560] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:58.960874] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-18T20:26:58.961147] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-18T20:26:58.961272] [INFO ] [sig       ] MODG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:59.100348] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MODG.txt
[2025-12-18T20:26:59.100497] [INFO ] [sig       ] [2097/3568] Completed MODG in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-18T20:26:59.100535] [INFO ] [sig       ] [2098/3568] Forecasting MODL...
[2025-12-18T20:26:59.100564] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-18T20:26:59.100613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-18T20:26:59.111617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-18T20:26:59.111916] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-18T20:26:59.112737] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-18T20:26:59.112788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:59.112820] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:59.112847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:59.112903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:59.170151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:59.170862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:59.170940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:59.170971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:59.294714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:59.294862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:59.294904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:59.294933] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:59.298190] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-18T20:26:59.298464] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-18T20:26:59.298599] [INFO ] [sig       ] MODL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:26:59.436359] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MODL.txt
[2025-12-18T20:26:59.436487] [INFO ] [sig       ] [2098/3568] Completed MODL in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-18T20:26:59.436525] [INFO ] [sig       ] [2099/3568] Forecasting MOFG...
[2025-12-18T20:26:59.436555] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-18T20:26:59.436601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-18T20:26:59.447445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-18T20:26:59.447771] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-18T20:26:59.448520] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-18T20:26:59.448587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:59.448641] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:59.448670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:59.448727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:59.505724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:59.506562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:59.506676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:59.506708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:59.621852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:59.622006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:59.622048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:59.622078] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:59.625436] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=70.61%)
[2025-12-18T20:26:59.625738] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-18T20:26:59.625863] [INFO ] [sig       ] MOFG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:26:59.766023] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MOFG.txt
[2025-12-18T20:26:59.766174] [INFO ] [sig       ] [2099/3568] Completed MOFG in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-18T20:26:59.766213] [INFO ] [sig       ] [2100/3568] Forecasting MOGO...
[2025-12-18T20:26:59.766243] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-18T20:26:59.766273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-18T20:26:59.779440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-18T20:26:59.779852] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-18T20:26:59.780678] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-18T20:26:59.780731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:26:59.780763] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:26:59.780791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:26:59.780849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:26:59.839460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:26:59.840292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:26:59.840405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:26:59.840438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:26:59.959058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:26:59.959209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:26:59.959250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:26:59.959279] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:26:59.962548] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-18T20:26:59.962834] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-18T20:26:59.962956] [INFO ] [sig       ] MOGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:00.102327] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MOGO.txt
[2025-12-18T20:27:00.102476] [INFO ] [sig       ] [2100/3568] Completed MOGO in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-18T20:27:00.102516] [INFO ] [sig       ] [2101/3568] Forecasting MOH...
[2025-12-18T20:27:00.102545] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-18T20:27:00.102595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-18T20:27:00.114838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-18T20:27:00.115194] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-18T20:27:00.116061] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-18T20:27:00.116114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:00.116146] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:00.116173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:00.116229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:00.176048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:00.176871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:00.176955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:00.176987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:00.299271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:00.299407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:00.299449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:00.299478] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:00.303043] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=64.08%)
[2025-12-18T20:27:00.303375] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-18T20:27:00.303517] [INFO ] [sig       ] MOH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:00.446975] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MOH.txt
[2025-12-18T20:27:00.447119] [INFO ] [sig       ] [2101/3568] Completed MOH in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-18T20:27:00.447157] [INFO ] [sig       ] [2102/3568] Forecasting MOMO...
[2025-12-18T20:27:00.447185] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-18T20:27:00.447216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-18T20:27:00.458172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-18T20:27:00.458501] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-18T20:27:00.459304] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-18T20:27:00.459354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:00.459385] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:00.459413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:00.459471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:00.518522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:00.519381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:00.519471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:00.519506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:00.638658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:00.638783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:00.638825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:00.638853] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:00.643202] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-12-18T20:27:00.643630] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-18T20:27:00.643790] [INFO ] [sig       ] MOMO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:00.782559] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MOMO.txt
[2025-12-18T20:27:00.782731] [INFO ] [sig       ] [2102/3568] Completed MOMO in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-18T20:27:00.782776] [INFO ] [sig       ] [2103/3568] Forecasting MORN...
[2025-12-18T20:27:00.782805] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-18T20:27:00.782835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-18T20:27:00.794137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-18T20:27:00.794488] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-18T20:27:00.795279] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-18T20:27:00.795330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:00.795361] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:00.795387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:00.795447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:00.852475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:00.853351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:00.853437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:00.853469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:00.973436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:00.973621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:00.973676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:00.973710] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:00.977090] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-12-18T20:27:00.977378] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-18T20:27:00.977563] [INFO ] [sig       ] MORN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:01.117167] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MORN.txt
[2025-12-18T20:27:01.117350] [INFO ] [sig       ] [2103/3568] Completed MORN in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-18T20:27:01.117391] [INFO ] [sig       ] [2104/3568] Forecasting MOS...
[2025-12-18T20:27:01.117421] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-18T20:27:01.117451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-18T20:27:01.128796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-18T20:27:01.129189] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-18T20:27:01.130015] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-18T20:27:01.130067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:01.130100] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:01.130126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:01.130184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:01.187552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:01.188389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:01.188470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:01.188504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:01.309246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:01.309384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:01.309427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:01.309456] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:01.312848] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-18T20:27:01.313128] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-18T20:27:01.313270] [INFO ] [sig       ] MOS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:01.452661] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MOS.txt
[2025-12-18T20:27:01.452815] [INFO ] [sig       ] [2104/3568] Completed MOS in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-18T20:27:01.452854] [INFO ] [sig       ] [2105/3568] Forecasting MP...
[2025-12-18T20:27:01.452884] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-18T20:27:01.452915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-18T20:27:01.465775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-18T20:27:01.466152] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-18T20:27:01.466977] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-18T20:27:01.467030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:01.467065] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:01.467093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:01.467150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:01.522883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:01.523488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:01.523565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:01.523616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:01.640242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:01.640400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:01.640442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:01.640471] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:01.643934] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=36.19%)
[2025-12-18T20:27:01.644255] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-18T20:27:01.644398] [INFO ] [sig       ] MP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:01.789556] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MP.txt
[2025-12-18T20:27:01.789732] [INFO ] [sig       ] [2105/3568] Completed MP in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-18T20:27:01.789772] [INFO ] [sig       ] [2106/3568] Forecasting MPA...
[2025-12-18T20:27:01.789801] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-18T20:27:01.789833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-18T20:27:01.801107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-18T20:27:01.801425] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-18T20:27:01.802221] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-18T20:27:01.802274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:01.802308] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:01.802335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:01.802392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:01.862795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:01.863698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:01.863779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:01.863814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:01.969259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:01.969408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:01.969451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:01.969499] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:01.972809] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=49.16%)
[2025-12-18T20:27:01.973078] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-18T20:27:01.973198] [INFO ] [sig       ] MPA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:02.112047] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MPA.txt
[2025-12-18T20:27:02.112179] [INFO ] [sig       ] [2106/3568] Completed MPA in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-18T20:27:02.112216] [INFO ] [sig       ] [2107/3568] Forecasting MPAA...
[2025-12-18T20:27:02.112246] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-18T20:27:02.112274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-18T20:27:02.122997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-18T20:27:02.123296] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-18T20:27:02.124068] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-18T20:27:02.124119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:02.124176] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:02.124205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:02.124262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:02.180258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:02.180960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:02.181037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:02.181069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:02.298722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:02.298879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:02.298921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:02.298951] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:02.302429] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2025-12-18T20:27:02.302726] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-18T20:27:02.302853] [INFO ] [sig       ] MPAA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:02.471405] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MPAA.txt
[2025-12-18T20:27:02.471589] [INFO ] [sig       ] [2107/3568] Completed MPAA in 0.4s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-18T20:27:02.471633] [INFO ] [sig       ] [2108/3568] Forecasting MPB...
[2025-12-18T20:27:02.471663] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-18T20:27:02.471695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-18T20:27:02.484116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-18T20:27:02.484494] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-18T20:27:02.485328] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-18T20:27:02.485381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:02.485413] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:02.485439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:02.485496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:02.546980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:02.548019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:02.548145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:02.548192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:02.668684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:02.668838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:02.668881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:02.668910] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:02.672371] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=19.68%)
[2025-12-18T20:27:02.672675] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-18T20:27:02.672806] [INFO ] [sig       ] MPB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:02.817314] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MPB.txt
[2025-12-18T20:27:02.817472] [INFO ] [sig       ] [2108/3568] Completed MPB in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-18T20:27:02.817513] [INFO ] [sig       ] [2109/3568] Forecasting MPC...
[2025-12-18T20:27:02.817546] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-18T20:27:02.817597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-18T20:27:02.829380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-18T20:27:02.829724] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-18T20:27:02.830476] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-18T20:27:02.830526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:02.830557] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:02.830610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:02.830668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:02.886908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:02.887766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:02.887847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:02.887879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:03.008564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:03.008736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:03.008777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:03.008807] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:03.012101] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=37.76%)
[2025-12-18T20:27:03.012377] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-18T20:27:03.012500] [INFO ] [sig       ] MPC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:03.149321] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MPC.txt
[2025-12-18T20:27:03.149443] [INFO ] [sig       ] [2109/3568] Completed MPC in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-18T20:27:03.149480] [INFO ] [sig       ] [2110/3568] Forecasting MPX...
[2025-12-18T20:27:03.149509] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-18T20:27:03.149539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-18T20:27:03.160051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-18T20:27:03.160331] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-18T20:27:03.161098] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-18T20:27:03.161150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:03.161181] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:03.161220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:03.161277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:03.216433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:03.217071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:03.217170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:03.217203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:03.325357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:03.325500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:03.325539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:03.325615] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:03.328853] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-18T20:27:03.329148] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-18T20:27:03.329272] [INFO ] [sig       ] MPX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:03.466057] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MPX.txt
[2025-12-18T20:27:03.466180] [INFO ] [sig       ] [2110/3568] Completed MPX in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-18T20:27:03.466217] [INFO ] [sig       ] [2111/3568] Forecasting MQ...
[2025-12-18T20:27:03.466245] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-18T20:27:03.466275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-18T20:27:03.477044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-18T20:27:03.477305] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-18T20:27:03.478073] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-18T20:27:03.478123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:03.478154] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:03.478180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:03.478235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:03.536092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:03.536731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:03.536809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:03.536843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:03.656097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:03.656275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:03.656330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:03.656359] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:03.659743] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2025-12-18T20:27:03.660021] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-18T20:27:03.660141] [INFO ] [sig       ] MQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:03.797620] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MQ.txt
[2025-12-18T20:27:03.797732] [INFO ] [sig       ] [2111/3568] Completed MQ in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-18T20:27:03.797769] [INFO ] [sig       ] [2112/3568] Forecasting MQY...
[2025-12-18T20:27:03.797797] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-18T20:27:03.797826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-18T20:27:03.809231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-18T20:27:03.809506] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-18T20:27:03.810270] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-18T20:27:03.810321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:03.810352] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:03.810378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:03.810435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:03.866202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:03.866795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:03.866870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:03.866901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:03.983726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:03.983833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:03.983869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:03.983898] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:03.986985] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-12-18T20:27:03.987247] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-18T20:27:03.987364] [INFO ] [sig       ] MQY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:04.123274] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MQY.txt
[2025-12-18T20:27:04.123387] [INFO ] [sig       ] [2112/3568] Completed MQY in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-18T20:27:04.123425] [INFO ] [sig       ] [2113/3568] Forecasting MRAM...
[2025-12-18T20:27:04.123454] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-18T20:27:04.123483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-18T20:27:04.134277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-18T20:27:04.134542] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-18T20:27:04.135298] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-18T20:27:04.135349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:04.135379] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:04.135405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:04.135461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:04.192108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:04.192715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:04.192793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:04.192824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:04.306746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:04.306845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:04.306880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:04.306908] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:04.309972] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-12-18T20:27:04.310231] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-18T20:27:04.310351] [INFO ] [sig       ] MRAM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:04.445649] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MRAM.txt
[2025-12-18T20:27:04.445773] [INFO ] [sig       ] [2113/3568] Completed MRAM in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-18T20:27:04.445811] [INFO ] [sig       ] [2114/3568] Forecasting MRBK...
[2025-12-18T20:27:04.445841] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-18T20:27:04.445878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-18T20:27:04.457069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-18T20:27:04.457319] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-18T20:27:04.458096] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-18T20:27:04.458146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:04.458177] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:04.458203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:04.458259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:04.514647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:04.515256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:04.515331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:04.515363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:04.637356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:04.637495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:04.637536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:04.637565] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:04.640834] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-18T20:27:04.641099] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-18T20:27:04.641218] [INFO ] [sig       ] MRBK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:04.777453] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MRBK.txt
[2025-12-18T20:27:04.777597] [INFO ] [sig       ] [2114/3568] Completed MRBK in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-18T20:27:04.777638] [INFO ] [sig       ] [2115/3568] Forecasting MRCC...
[2025-12-18T20:27:04.777667] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-18T20:27:04.777698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-18T20:27:04.789242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-18T20:27:04.789630] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-18T20:27:04.790469] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-18T20:27:04.790523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:04.790558] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:04.790610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:04.790672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:04.849419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:04.850279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:04.850364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:04.850397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:04.974064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:04.974222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:04.974264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:04.974292] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:04.977636] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-12-18T20:27:04.977908] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-18T20:27:04.978031] [INFO ] [sig       ] MRCC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:05.117275] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MRCC.txt
[2025-12-18T20:27:05.117420] [INFO ] [sig       ] [2115/3568] Completed MRCC in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-18T20:27:05.117459] [INFO ] [sig       ] [2116/3568] Forecasting MRCY...
[2025-12-18T20:27:05.117488] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-18T20:27:05.117518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-18T20:27:05.129283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-18T20:27:05.129714] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-18T20:27:05.130486] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-18T20:27:05.130537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:05.130568] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:05.130614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:05.130670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:05.187758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:05.188671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:05.188759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:05.188793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:05.310056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:05.310213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:05.310255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:05.310284] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:05.313613] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-18T20:27:05.313905] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-18T20:27:05.314033] [INFO ] [sig       ] MRCY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:05.454064] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MRCY.txt
[2025-12-18T20:27:05.454203] [INFO ] [sig       ] [2116/3568] Completed MRCY in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-18T20:27:05.454241] [INFO ] [sig       ] [2117/3568] Forecasting MREO...
[2025-12-18T20:27:05.454278] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-18T20:27:05.454312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-18T20:27:05.466495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-18T20:27:05.466913] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-18T20:27:05.467739] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-18T20:27:05.467792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:05.467824] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:05.467853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:05.467912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:05.528535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:05.530084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:05.530270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:05.530304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:05.649064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:05.649220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:05.649263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:05.649291] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:05.652776] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=68.72%)
[2025-12-18T20:27:05.653063] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-18T20:27:05.653192] [INFO ] [sig       ] MREO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:05.795205] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MREO.txt
[2025-12-18T20:27:05.795393] [INFO ] [sig       ] [2117/3568] Completed MREO in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-18T20:27:05.795439] [INFO ] [sig       ] [2118/3568] Forecasting MRK...
[2025-12-18T20:27:05.795474] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-18T20:27:05.795512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-18T20:27:05.807175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-18T20:27:05.807486] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-18T20:27:05.808262] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-18T20:27:05.808312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:05.808343] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:05.808369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:05.808425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:05.864659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:05.865409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:05.865490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:05.865523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:05.992125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:05.992287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:05.992334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:05.992365] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:05.995798] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-12-18T20:27:05.996076] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-18T20:27:05.996207] [INFO ] [sig       ] MRK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:06.145001] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MRK.txt
[2025-12-18T20:27:06.145158] [INFO ] [sig       ] [2118/3568] Completed MRK in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-18T20:27:06.145197] [INFO ] [sig       ] [2119/3568] Forecasting MRM...
[2025-12-18T20:27:06.145226] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-18T20:27:06.145256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-18T20:27:06.156360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-18T20:27:06.156704] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-18T20:27:06.157478] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-18T20:27:06.157529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:06.157559] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:06.157605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:06.157663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:06.213137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:06.213902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:06.213982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:06.214015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:06.331614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:06.331777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:06.331819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:06.331847] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:06.335163] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-18T20:27:06.335441] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-18T20:27:06.335589] [INFO ] [sig       ] MRM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:06.486733] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MRM.txt
[2025-12-18T20:27:06.486863] [INFO ] [sig       ] [2119/3568] Completed MRM in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-18T20:27:06.486901] [INFO ] [sig       ] [2120/3568] Forecasting MRNA...
[2025-12-18T20:27:06.486931] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-18T20:27:06.486960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-18T20:27:06.498182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-18T20:27:06.498537] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-18T20:27:06.499438] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-18T20:27:06.499491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:06.499524] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:06.499554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:06.499638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:06.557548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:06.558344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:06.558429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:06.558463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:06.676239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:06.676395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:06.676438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:06.676470] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:06.679938] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-18T20:27:06.680214] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-18T20:27:06.680341] [INFO ] [sig       ] MRNA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:06.820025] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MRNA.txt
[2025-12-18T20:27:06.820180] [INFO ] [sig       ] [2120/3568] Completed MRNA in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-18T20:27:06.820219] [INFO ] [sig       ] [2121/3568] Forecasting MRSN...
[2025-12-18T20:27:06.820249] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-18T20:27:06.820279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-18T20:27:06.831214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-18T20:27:06.831509] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-18T20:27:06.832286] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-18T20:27:06.832336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:06.832367] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:06.832392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:06.832448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:06.889108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:06.890069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:06.890156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:06.890190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:07.009121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:07.009283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:07.009327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:07.009355] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:07.012834] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=62.44%)
[2025-12-18T20:27:07.013110] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-18T20:27:07.013263] [INFO ] [sig       ] MRSN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:07.149242] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MRSN.txt
[2025-12-18T20:27:07.149372] [INFO ] [sig       ] [2121/3568] Completed MRSN in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-18T20:27:07.149410] [INFO ] [sig       ] [2122/3568] Forecasting MRTN...
[2025-12-18T20:27:07.149438] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-18T20:27:07.149469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-18T20:27:07.160939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-18T20:27:07.161267] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-18T20:27:07.162031] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-18T20:27:07.162085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:07.162116] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:07.162143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:07.162200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:07.217713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:07.218374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:07.218451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:07.218484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:07.334360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:07.334527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:07.334593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:07.334628] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:07.338037] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=20.68%)
[2025-12-18T20:27:07.338347] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-18T20:27:07.338483] [INFO ] [sig       ] MRTN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:07.487531] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MRTN.txt
[2025-12-18T20:27:07.487697] [INFO ] [sig       ] [2122/3568] Completed MRTN in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-18T20:27:07.487738] [INFO ] [sig       ] [2123/3568] Forecasting MRUS...
[2025-12-18T20:27:07.487767] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-18T20:27:07.487797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-18T20:27:07.499439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-18T20:27:07.499790] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-18T20:27:07.500617] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-18T20:27:07.500681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:07.500718] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:07.500746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:07.500802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:07.557661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:07.558326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:07.558407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:07.558440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:07.675401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:07.675559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:07.675625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:07.675657] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:07.679149] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: DOWN (p=37.98%)
[2025-12-18T20:27:07.679599] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-18T20:27:07.679761] [INFO ] [sig       ] MRUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:07.817657] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MRUS.txt
[2025-12-18T20:27:07.817817] [INFO ] [sig       ] [2123/3568] Completed MRUS in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-18T20:27:07.817867] [INFO ] [sig       ] [2124/3568] Forecasting MRVI...
[2025-12-18T20:27:07.817898] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-18T20:27:07.817928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-18T20:27:07.829561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-18T20:27:07.829975] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-18T20:27:07.830783] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-18T20:27:07.830834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:07.830918] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:07.830965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:07.831048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:07.887711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:07.888417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:07.888500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:07.888533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:08.012151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:08.012306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:08.012349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:08.012377] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:08.015837] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-18T20:27:08.016159] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-18T20:27:08.016300] [INFO ] [sig       ] MRVI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:08.155399] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MRVI.txt
[2025-12-18T20:27:08.155534] [INFO ] [sig       ] [2124/3568] Completed MRVI in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-18T20:27:08.155589] [INFO ] [sig       ] [2125/3568] Forecasting MRVL...
[2025-12-18T20:27:08.155622] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-18T20:27:08.155653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-18T20:27:08.168250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-18T20:27:08.168653] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-18T20:27:08.169474] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-18T20:27:08.169527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:08.169560] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:08.169606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:08.169666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:08.227074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:08.227863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:08.227946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:08.227979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:08.344611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:08.344763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:08.344805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:08.344833] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:08.348110] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-18T20:27:08.348388] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-18T20:27:08.348510] [INFO ] [sig       ] MRVL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:08.487067] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MRVL.txt
[2025-12-18T20:27:08.487208] [INFO ] [sig       ] [2125/3568] Completed MRVL in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-18T20:27:08.487248] [INFO ] [sig       ] [2126/3568] Forecasting MRX...
[2025-12-18T20:27:08.487276] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-18T20:27:08.487306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-18T20:27:08.498835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-18T20:27:08.499183] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-18T20:27:08.500049] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-18T20:27:08.500103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:08.500135] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:08.500162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:08.500220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:08.556981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:08.557792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:08.557877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:08.557910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:08.677594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:08.677748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:08.677791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:08.677819] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:08.681230] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-12-18T20:27:08.681511] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-18T20:27:08.681658] [INFO ] [sig       ] MRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:08.821240] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MRX.txt
[2025-12-18T20:27:08.821377] [INFO ] [sig       ] [2126/3568] Completed MRX in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-18T20:27:08.821446] [INFO ] [sig       ] [2127/3568] Forecasting MS...
[2025-12-18T20:27:08.821479] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-18T20:27:08.821510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-18T20:27:08.833376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-18T20:27:08.833730] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-18T20:27:08.834505] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-18T20:27:08.834556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:08.834613] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:08.834642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:08.834698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:08.891160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:08.892092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:08.892178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:08.892211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:09.012470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:09.012641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:09.012685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:09.012746] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:09.016049] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-12-18T20:27:09.016319] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-18T20:27:09.016440] [INFO ] [sig       ] MS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:09.154707] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MS.txt
[2025-12-18T20:27:09.154840] [INFO ] [sig       ] [2127/3568] Completed MS in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-18T20:27:09.154878] [INFO ] [sig       ] [2128/3568] Forecasting MSA...
[2025-12-18T20:27:09.154907] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-18T20:27:09.154937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-18T20:27:09.166403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-18T20:27:09.166689] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-18T20:27:09.167424] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-18T20:27:09.167475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:09.167505] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:09.167531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:09.167611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:09.223897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:09.224478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:09.224562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:09.224612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:09.342782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:09.342909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:09.342948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:09.342977] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:09.346271] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-18T20:27:09.346542] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-18T20:27:09.346702] [INFO ] [sig       ] MSA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:09.489449] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MSA.txt
[2025-12-18T20:27:09.489614] [INFO ] [sig       ] [2128/3568] Completed MSA in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-18T20:27:09.489655] [INFO ] [sig       ] [2129/3568] Forecasting MSB...
[2025-12-18T20:27:09.489685] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-18T20:27:09.489713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-18T20:27:09.501494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-18T20:27:09.501789] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-18T20:27:09.502548] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-18T20:27:09.502616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:09.502649] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:09.502677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:09.502734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:09.558627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:09.559251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:09.559328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:09.559359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:09.677762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:09.677892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:09.677929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:09.677958] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:09.681268] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-18T20:27:09.681542] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-18T20:27:09.681695] [INFO ] [sig       ] MSB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:09.819703] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MSB.txt
[2025-12-18T20:27:09.819849] [INFO ] [sig       ] [2129/3568] Completed MSB in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-18T20:27:09.819887] [INFO ] [sig       ] [2130/3568] Forecasting MSBI...
[2025-12-18T20:27:09.819917] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-18T20:27:09.819949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-18T20:27:09.832032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-18T20:27:09.832373] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-18T20:27:09.833152] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-18T20:27:09.833202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:09.833232] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:09.833258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:09.833314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:09.892509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:09.893325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:09.893406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:09.893438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:10.019818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:10.019976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:10.020053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:10.020084] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:10.023551] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-18T20:27:10.023838] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-18T20:27:10.023960] [INFO ] [sig       ] MSBI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:10.161773] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MSBI.txt
[2025-12-18T20:27:10.161923] [INFO ] [sig       ] [2130/3568] Completed MSBI in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-18T20:27:10.161960] [INFO ] [sig       ] [2131/3568] Forecasting MSCI...
[2025-12-18T20:27:10.161989] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-18T20:27:10.162019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-18T20:27:10.173243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-18T20:27:10.173561] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-18T20:27:10.174315] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-18T20:27:10.174365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:10.174395] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:10.174422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:10.174478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:10.229358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:10.230015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:10.230090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:10.230121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:10.345810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:10.345961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:10.346003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:10.346032] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:10.349330] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-18T20:27:10.349612] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-18T20:27:10.349732] [INFO ] [sig       ] MSCI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:10.485631] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MSCI.txt
[2025-12-18T20:27:10.485768] [INFO ] [sig       ] [2131/3568] Completed MSCI in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-18T20:27:10.485806] [INFO ] [sig       ] [2132/3568] Forecasting MSD...
[2025-12-18T20:27:10.485836] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-18T20:27:10.485866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-18T20:27:10.496846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-18T20:27:10.497109] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-18T20:27:10.497874] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-18T20:27:10.497925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:10.497956] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:10.497983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:10.498039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:10.553655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:10.554490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:10.554611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:10.554647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:10.672436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:10.672606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:10.672649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:10.672677] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:10.675957] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-18T20:27:10.676226] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-18T20:27:10.676346] [INFO ] [sig       ] MSD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:10.812152] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MSD.txt
[2025-12-18T20:27:10.812296] [INFO ] [sig       ] [2132/3568] Completed MSD in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:10.812335] [INFO ] [sig       ] [2133/3568] Forecasting MSEX...
[2025-12-18T20:27:10.812364] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-18T20:27:10.812395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-18T20:27:10.823389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-18T20:27:10.823664] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-18T20:27:10.824393] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-18T20:27:10.824443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:10.824474] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:10.824522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:10.824602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:10.879844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:10.880437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:10.880512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:10.880543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:11.000546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:11.000709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:11.000762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:11.000792] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:11.004808] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=55.39%)
[2025-12-18T20:27:11.005240] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-18T20:27:11.005374] [INFO ] [sig       ] MSEX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:11.143367] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MSEX.txt
[2025-12-18T20:27:11.143495] [INFO ] [sig       ] [2133/3568] Completed MSEX in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:11.143533] [INFO ] [sig       ] [2134/3568] Forecasting MSFD...
[2025-12-18T20:27:11.143561] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-18T20:27:11.143609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-18T20:27:11.155069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-18T20:27:11.155375] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-18T20:27:11.156148] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-18T20:27:11.156199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:11.156242] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:11.156270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:11.156327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:11.212183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:11.213035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:11.213145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:11.213178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:11.330053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:11.330208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:11.330252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:11.330281] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:11.333653] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-12-18T20:27:11.333929] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-18T20:27:11.334052] [INFO ] [sig       ] MSFD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:11.471300] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MSFD.txt
[2025-12-18T20:27:11.471437] [INFO ] [sig       ] [2134/3568] Completed MSFD in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:11.471476] [INFO ] [sig       ] [2135/3568] Forecasting MSFL...
[2025-12-18T20:27:11.471506] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-18T20:27:11.471536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-18T20:27:11.482852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-18T20:27:11.483123] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-18T20:27:11.483895] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-18T20:27:11.483946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:11.483977] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:11.484004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:11.484060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:11.539869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:11.540715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:11.540796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:11.540828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:11.666850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:11.667042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:11.667100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:11.667143] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:11.670737] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-18T20:27:11.671036] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-18T20:27:11.671175] [INFO ] [sig       ] MSFL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:11.810132] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MSFL.txt
[2025-12-18T20:27:11.810272] [INFO ] [sig       ] [2135/3568] Completed MSFL in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:11.810311] [INFO ] [sig       ] [2136/3568] Forecasting MSGE...
[2025-12-18T20:27:11.810339] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-18T20:27:11.810368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-18T20:27:11.821541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-18T20:27:11.821985] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-18T20:27:11.823183] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-18T20:27:11.823234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:11.823265] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:11.823291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:11.823347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:11.878426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:11.879473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:11.879561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:11.879613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:12.000254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:12.000399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:12.000438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:12.000466] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:12.004142] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=76.07%)
[2025-12-18T20:27:12.004415] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-18T20:27:12.004539] [INFO ] [sig       ] MSGE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:12.149538] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MSGE.txt
[2025-12-18T20:27:12.149746] [INFO ] [sig       ] [2136/3568] Completed MSGE in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:12.149802] [INFO ] [sig       ] [2137/3568] Forecasting MSGM...
[2025-12-18T20:27:12.149835] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-18T20:27:12.149867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-18T20:27:12.162114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-18T20:27:12.162489] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-18T20:27:12.163321] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-18T20:27:12.163375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:12.163408] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:12.163436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:12.163496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:12.222193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:12.223059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:12.223149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:12.223184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:12.338801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:12.338962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:12.339031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:12.339066] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:12.342617] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-18T20:27:12.342915] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-18T20:27:12.343049] [INFO ] [sig       ] MSGM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:12.488835] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MSGM.txt
[2025-12-18T20:27:12.489031] [INFO ] [sig       ] [2137/3568] Completed MSGM in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:12.489072] [INFO ] [sig       ] [2138/3568] Forecasting MSGS...
[2025-12-18T20:27:12.489108] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-18T20:27:12.489141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-18T20:27:12.500561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-18T20:27:12.500940] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-18T20:27:12.501718] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-18T20:27:12.501769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:12.501801] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:12.501827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:12.501884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:12.561978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:12.562957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:12.563046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:12.563078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:12.679951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:12.680098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:12.680138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:12.680167] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:12.683450] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2025-12-18T20:27:12.683761] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-18T20:27:12.683901] [INFO ] [sig       ] MSGS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:12.822706] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MSGS.txt
[2025-12-18T20:27:12.822865] [INFO ] [sig       ] [2138/3568] Completed MSGS in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:12.822907] [INFO ] [sig       ] [2139/3568] Forecasting MSI...
[2025-12-18T20:27:12.822937] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-18T20:27:12.822970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-18T20:27:12.834948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-18T20:27:12.835259] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-18T20:27:12.836047] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-18T20:27:12.836100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:12.836133] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:12.836162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:12.836220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:12.892478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:12.893192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:12.893270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:12.893302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:13.011181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:13.011336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:13.011376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:13.011404] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:13.014718] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=57.73%)
[2025-12-18T20:27:13.015001] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-18T20:27:13.015126] [INFO ] [sig       ] MSI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:13.156909] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MSI.txt
[2025-12-18T20:27:13.157048] [INFO ] [sig       ] [2139/3568] Completed MSI in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:13.157087] [INFO ] [sig       ] [2140/3568] Forecasting MSM...
[2025-12-18T20:27:13.157116] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-18T20:27:13.157147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-18T20:27:13.169100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-18T20:27:13.169400] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-18T20:27:13.170163] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-18T20:27:13.170213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:13.170245] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:13.170271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:13.170327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:13.226522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:13.227285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:13.227362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:13.227394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:13.344444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:13.344616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:13.344660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:13.344690] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:13.348045] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-18T20:27:13.348320] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-18T20:27:13.348444] [INFO ] [sig       ] MSM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:13.487060] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MSM.txt
[2025-12-18T20:27:13.487194] [INFO ] [sig       ] [2140/3568] Completed MSM in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:13.487232] [INFO ] [sig       ] [2141/3568] Forecasting MSTX...
[2025-12-18T20:27:13.487261] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-18T20:27:13.487291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-18T20:27:13.498562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-18T20:27:13.498909] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-18T20:27:13.499702] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-18T20:27:13.499754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:13.499817] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:13.499844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:13.499900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:13.556470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:13.557374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:13.557456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:13.557488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:13.675978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:13.676128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:13.676168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:13.676215] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:13.679511] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-18T20:27:13.679804] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-18T20:27:13.679926] [INFO ] [sig       ] MSTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:13.816614] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MSTX.txt
[2025-12-18T20:27:13.816743] [INFO ] [sig       ] [2141/3568] Completed MSTX in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-18T20:27:13.816781] [INFO ] [sig       ] [2142/3568] Forecasting MTB...
[2025-12-18T20:27:13.816810] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-18T20:27:13.816839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-18T20:27:13.828467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-18T20:27:13.828771] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-18T20:27:13.829661] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-18T20:27:13.829718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:13.829756] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:13.829788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:13.829854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:13.886866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:13.887458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:13.887535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:13.887567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:14.009506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:14.009674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:14.009715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:14.009743] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:14.013000] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=76.94%)
[2025-12-18T20:27:14.013274] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-18T20:27:14.013395] [INFO ] [sig       ] MTB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:14.156483] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MTB.txt
[2025-12-18T20:27:14.156687] [INFO ] [sig       ] [2142/3568] Completed MTB in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-18T20:27:14.156739] [INFO ] [sig       ] [2143/3568] Forecasting MTCH...
[2025-12-18T20:27:14.156780] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-18T20:27:14.156812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-18T20:27:14.170865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-18T20:27:14.171322] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-18T20:27:14.172476] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-18T20:27:14.172539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:14.172601] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:14.172641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:14.172721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:14.235059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:14.235932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:14.236028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:14.236079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:14.359418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:14.359589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:14.359633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:14.359661] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:14.363014] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-18T20:27:14.363281] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-18T20:27:14.363401] [INFO ] [sig       ] MTCH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:14.502142] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MTCH.txt
[2025-12-18T20:27:14.502294] [INFO ] [sig       ] [2143/3568] Completed MTCH in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-18T20:27:14.502333] [INFO ] [sig       ] [2144/3568] Forecasting MTD...
[2025-12-18T20:27:14.502362] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-18T20:27:14.502394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-18T20:27:14.514317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-18T20:27:14.514638] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-18T20:27:14.515386] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-18T20:27:14.515437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:14.515467] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:14.515493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:14.515549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:14.570972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:14.571641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:14.571719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:14.571755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:14.693474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:14.693645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:14.693688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:14.693750] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:14.697056] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=22.46%)
[2025-12-18T20:27:14.697323] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-18T20:27:14.697446] [INFO ] [sig       ] MTD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:14.834376] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MTD.txt
[2025-12-18T20:27:14.834515] [INFO ] [sig       ] [2144/3568] Completed MTD in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-18T20:27:14.834556] [INFO ] [sig       ] [2145/3568] Forecasting MTG...
[2025-12-18T20:27:14.834608] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-18T20:27:14.834642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-18T20:27:14.845608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-18T20:27:14.845886] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-18T20:27:14.846654] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-18T20:27:14.846705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:14.846736] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:14.846763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:14.846830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:14.903048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:14.903757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:14.903839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:14.903871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:15.022230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:15.022380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:15.022421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:15.022448] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:15.025761] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2025-12-18T20:27:15.026034] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-18T20:27:15.026156] [INFO ] [sig       ] MTG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:15.165223] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MTG.txt
[2025-12-18T20:27:15.165373] [INFO ] [sig       ] [2145/3568] Completed MTG in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-18T20:27:15.165413] [INFO ] [sig       ] [2146/3568] Forecasting MTH...
[2025-12-18T20:27:15.165442] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-18T20:27:15.165474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-18T20:27:15.176655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-18T20:27:15.177008] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-18T20:27:15.177783] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-18T20:27:15.177833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:15.177864] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:15.177890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:15.177947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:15.234491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:15.235315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:15.235397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:15.235429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:15.352765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:15.352920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:15.352963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:15.352992] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:15.356361] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=57.29%)
[2025-12-18T20:27:15.356663] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-18T20:27:15.356795] [INFO ] [sig       ] MTH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:15.496193] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MTH.txt
[2025-12-18T20:27:15.496343] [INFO ] [sig       ] [2146/3568] Completed MTH in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-18T20:27:15.496383] [INFO ] [sig       ] [2147/3568] Forecasting MTLS...
[2025-12-18T20:27:15.496413] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-18T20:27:15.496442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-18T20:27:15.507901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-18T20:27:15.508245] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-18T20:27:15.509075] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-18T20:27:15.509138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:15.509170] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:15.509195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:15.509250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:15.564974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:15.565844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:15.565928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:15.565960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:15.686462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:15.686666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:15.686732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:15.686767] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:15.690459] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-18T20:27:15.690816] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-18T20:27:15.690978] [INFO ] [sig       ] MTLS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:15.831225] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MTLS.txt
[2025-12-18T20:27:15.831391] [INFO ] [sig       ] [2147/3568] Completed MTLS in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-18T20:27:15.831438] [INFO ] [sig       ] [2148/3568] Forecasting MTN...
[2025-12-18T20:27:15.831470] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-18T20:27:15.831500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-18T20:27:15.845266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-18T20:27:15.845645] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-18T20:27:15.846416] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-18T20:27:15.846468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:15.846499] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:15.846526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:15.846604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:15.903428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:15.904048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:15.904140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:15.904174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:16.022384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:16.022516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:16.022554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:16.022599] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:16.025888] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-18T20:27:16.026161] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-18T20:27:16.026280] [INFO ] [sig       ] MTN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:16.165284] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MTN.txt
[2025-12-18T20:27:16.165419] [INFO ] [sig       ] [2148/3568] Completed MTN in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-18T20:27:16.165459] [INFO ] [sig       ] [2149/3568] Forecasting MTRN...
[2025-12-18T20:27:16.165489] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-18T20:27:16.165518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-18T20:27:16.177417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-18T20:27:16.177727] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-18T20:27:16.178498] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-18T20:27:16.178548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:16.178598] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:16.178628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:16.178685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:16.236744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:16.237628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:16.237717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:16.237751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:16.367327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:16.367485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:16.367528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:16.367556] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:16.370994] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=60.12%)
[2025-12-18T20:27:16.371277] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-18T20:27:16.371418] [INFO ] [sig       ] MTRN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:16.509988] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MTRN.txt
[2025-12-18T20:27:16.510120] [INFO ] [sig       ] [2149/3568] Completed MTRN in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-18T20:27:16.510160] [INFO ] [sig       ] [2150/3568] Forecasting MTRX...
[2025-12-18T20:27:16.510189] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-18T20:27:16.510218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-18T20:27:16.521508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-18T20:27:16.521827] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-18T20:27:16.522590] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-18T20:27:16.522654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:16.522685] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:16.522710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:16.522765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:16.579301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:16.580084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:16.580165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:16.580196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:16.699901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:16.700048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:16.700089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:16.700118] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:16.703518] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-18T20:27:16.703818] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-18T20:27:16.703959] [INFO ] [sig       ] MTRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:16.841281] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MTRX.txt
[2025-12-18T20:27:16.841404] [INFO ] [sig       ] [2150/3568] Completed MTRX in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-18T20:27:16.841443] [INFO ] [sig       ] [2151/3568] Forecasting MTSI...
[2025-12-18T20:27:16.841472] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-18T20:27:16.841501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-18T20:27:16.852846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-18T20:27:16.853130] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-18T20:27:16.853915] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-18T20:27:16.853965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:16.853996] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:16.854022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:16.854078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:16.910064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:16.910671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:16.910776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:16.910815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:17.031289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:17.031425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:17.031467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:17.031495] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:17.034777] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-12-18T20:27:17.035071] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-18T20:27:17.035189] [INFO ] [sig       ] MTSI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:17.172853] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MTSI.txt
[2025-12-18T20:27:17.172978] [INFO ] [sig       ] [2151/3568] Completed MTSI in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-18T20:27:17.173016] [INFO ] [sig       ] [2152/3568] Forecasting MTX...
[2025-12-18T20:27:17.173045] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-18T20:27:17.173076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-18T20:27:17.183929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-18T20:27:17.184209] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-18T20:27:17.184971] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-18T20:27:17.185029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:17.185061] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:17.185091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:17.185152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:17.245311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:17.246276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:17.246359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:17.246392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:17.361656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:17.361806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:17.361849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:17.361877] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:17.365117] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-12-18T20:27:17.365399] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-18T20:27:17.365518] [INFO ] [sig       ] MTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:17.503528] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MTX.txt
[2025-12-18T20:27:17.503676] [INFO ] [sig       ] [2152/3568] Completed MTX in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-18T20:27:17.503716] [INFO ] [sig       ] [2153/3568] Forecasting MTZ...
[2025-12-18T20:27:17.503745] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-18T20:27:17.503774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-18T20:27:17.515787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-18T20:27:17.516067] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-18T20:27:17.516872] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-18T20:27:17.516924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:17.516956] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:17.516984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:17.517042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:17.574127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:17.574779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:17.574859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:17.574892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:17.699607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:17.699758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:17.699801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:17.699831] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:17.703170] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-12-18T20:27:17.703450] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-18T20:27:17.703591] [INFO ] [sig       ] MTZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:17.845039] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MTZ.txt
[2025-12-18T20:27:17.845155] [INFO ] [sig       ] [2153/3568] Completed MTZ in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-18T20:27:17.845192] [INFO ] [sig       ] [2154/3568] Forecasting MUA...
[2025-12-18T20:27:17.845221] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-18T20:27:17.845251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-18T20:27:17.856507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-18T20:27:17.856809] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-18T20:27:17.857566] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-18T20:27:17.857635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:17.857669] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:17.857696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:17.857753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:17.914484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:17.915142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:17.915221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:17.915254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:18.036907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:18.037073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:18.037116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:18.037147] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:18.040510] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-12-18T20:27:18.040801] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-18T20:27:18.040929] [INFO ] [sig       ] MUA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:18.179757] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MUA.txt
[2025-12-18T20:27:18.179906] [INFO ] [sig       ] [2154/3568] Completed MUA in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-18T20:27:18.179945] [INFO ] [sig       ] [2155/3568] Forecasting MUC...
[2025-12-18T20:27:18.179977] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-18T20:27:18.180008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-18T20:27:18.191608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-18T20:27:18.191965] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-18T20:27:18.192759] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-18T20:27:18.192810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:18.192842] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:18.192867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:18.192923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:18.251640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:18.252534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:18.252638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:18.252673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:18.377067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:18.377237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:18.377281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:18.377310] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:18.380852] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-18T20:27:18.381148] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-18T20:27:18.381278] [INFO ] [sig       ] MUC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:18.518641] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MUC.txt
[2025-12-18T20:27:18.518796] [INFO ] [sig       ] [2155/3568] Completed MUC in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-18T20:27:18.518838] [INFO ] [sig       ] [2156/3568] Forecasting MUE...
[2025-12-18T20:27:18.518869] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-18T20:27:18.518899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-18T20:27:18.529879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-18T20:27:18.530157] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-18T20:27:18.530924] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-18T20:27:18.530975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:18.531007] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:18.531033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:18.531089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:18.589510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:18.590247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:18.590328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:18.590360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:18.707938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:18.708094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:18.708136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:18.708165] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:18.711590] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-18T20:27:18.711893] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-18T20:27:18.712032] [INFO ] [sig       ] MUE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:18.850432] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MUE.txt
[2025-12-18T20:27:18.850563] [INFO ] [sig       ] [2156/3568] Completed MUE in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-18T20:27:18.850619] [INFO ] [sig       ] [2157/3568] Forecasting MUFG...
[2025-12-18T20:27:18.850648] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-18T20:27:18.850678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-18T20:27:18.862208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-18T20:27:18.862496] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-18T20:27:18.863263] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-18T20:27:18.863314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:18.863347] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:18.863373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:18.863434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:18.921880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:18.922601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:18.922682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:18.922718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:19.050936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:19.051114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:19.051163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:19.051194] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:19.054765] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-18T20:27:19.055060] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-18T20:27:19.055183] [INFO ] [sig       ] MUFG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:19.193324] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MUFG.txt
[2025-12-18T20:27:19.193448] [INFO ] [sig       ] [2157/3568] Completed MUFG in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-18T20:27:19.193486] [INFO ] [sig       ] [2158/3568] Forecasting MUJ...
[2025-12-18T20:27:19.193514] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-18T20:27:19.193544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-18T20:27:19.204543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-18T20:27:19.204831] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-18T20:27:19.205600] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-18T20:27:19.205651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:19.205718] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:19.205747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:19.205804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:19.262272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:19.263056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:19.263137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:19.263170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:19.381026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:19.381160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:19.381199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:19.381227] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:19.384438] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2025-12-18T20:27:19.384727] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-18T20:27:19.384851] [INFO ] [sig       ] MUJ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:19.523445] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MUJ.txt
[2025-12-18T20:27:19.523596] [INFO ] [sig       ] [2158/3568] Completed MUJ in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-18T20:27:19.523636] [INFO ] [sig       ] [2159/3568] Forecasting MUSA...
[2025-12-18T20:27:19.523666] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-18T20:27:19.523695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-18T20:27:19.534379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-18T20:27:19.534663] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-18T20:27:19.535433] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-18T20:27:19.535483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:19.535514] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:19.535540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:19.535612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:19.591798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:19.592379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:19.592455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:19.592488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:19.715902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:19.716075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:19.716123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:19.716153] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:19.719835] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-12-18T20:27:19.720203] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-18T20:27:19.720345] [INFO ] [sig       ] MUSA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:19.857652] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MUSA.txt
[2025-12-18T20:27:19.857773] [INFO ] [sig       ] [2159/3568] Completed MUSA in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-18T20:27:19.857811] [INFO ] [sig       ] [2160/3568] Forecasting MUX...
[2025-12-18T20:27:19.857840] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-18T20:27:19.857869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-18T20:27:19.868974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-18T20:27:19.869310] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-18T20:27:19.870092] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-18T20:27:19.870142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:19.870174] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:19.870200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:19.870256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:19.926003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:19.926666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:19.926749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:19.926780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:20.047810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:20.047964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:20.048005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:20.048032] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:20.051333] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-12-18T20:27:20.051622] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-18T20:27:20.051744] [INFO ] [sig       ] MUX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:20.188345] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MUX.txt
[2025-12-18T20:27:20.188479] [INFO ] [sig       ] [2160/3568] Completed MUX in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-18T20:27:20.188518] [INFO ] [sig       ] [2161/3568] Forecasting MVBF...
[2025-12-18T20:27:20.188547] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-18T20:27:20.188594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-18T20:27:20.199328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-18T20:27:20.199624] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-18T20:27:20.200370] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-18T20:27:20.200419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:20.200451] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:20.200477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:20.200531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:20.256224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:20.257020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:20.257101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:20.257132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:20.373299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:20.373444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:20.373483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:20.373542] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:20.376824] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-18T20:27:20.377099] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-18T20:27:20.377220] [INFO ] [sig       ] MVBF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:20.517612] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MVBF.txt
[2025-12-18T20:27:20.517753] [INFO ] [sig       ] [2161/3568] Completed MVBF in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-18T20:27:20.517804] [INFO ] [sig       ] [2162/3568] Forecasting MVF...
[2025-12-18T20:27:20.517834] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-18T20:27:20.517865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-18T20:27:20.528632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-18T20:27:20.528942] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-18T20:27:20.529745] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-18T20:27:20.529796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:20.529828] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:20.529854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:20.529910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:20.585468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:20.586167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:20.586244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:20.586276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:20.702165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:20.702313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:20.702354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:20.702383] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:20.705698] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-18T20:27:20.706006] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-18T20:27:20.706140] [INFO ] [sig       ] MVF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:20.841642] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MVF.txt
[2025-12-18T20:27:20.841762] [INFO ] [sig       ] [2162/3568] Completed MVF in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-18T20:27:20.841800] [INFO ] [sig       ] [2163/3568] Forecasting MVO...
[2025-12-18T20:27:20.841829] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-18T20:27:20.841859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-18T20:27:20.852782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-18T20:27:20.853082] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-18T20:27:20.853856] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-18T20:27:20.853906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:20.853937] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:20.853963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:20.854018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:20.909657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:20.910328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:20.910406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:20.910438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:21.027969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:21.028114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:21.028155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:21.028185] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:21.031991] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2025-12-18T20:27:21.032273] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-18T20:27:21.032401] [INFO ] [sig       ] MVO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:21.177912] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MVO.txt
[2025-12-18T20:27:21.178040] [INFO ] [sig       ] [2163/3568] Completed MVO in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-18T20:27:21.178078] [INFO ] [sig       ] [2164/3568] Forecasting MWA...
[2025-12-18T20:27:21.178107] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-18T20:27:21.178139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-18T20:27:21.189560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-18T20:27:21.189877] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-18T20:27:21.190684] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-18T20:27:21.190737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:21.190769] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:21.190797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:21.190855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:21.254235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:21.255200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:21.255285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:21.255325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:21.382796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:21.382944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:21.382986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:21.383015] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:21.386407] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=56.78%)
[2025-12-18T20:27:21.386807] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-18T20:27:21.386951] [INFO ] [sig       ] MWA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:21.531879] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MWA.txt
[2025-12-18T20:27:21.532018] [INFO ] [sig       ] [2164/3568] Completed MWA in 0.4s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-18T20:27:21.532058] [INFO ] [sig       ] [2165/3568] Forecasting MX...
[2025-12-18T20:27:21.532089] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-18T20:27:21.532120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-18T20:27:21.544885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-18T20:27:21.545268] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-18T20:27:21.546195] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-18T20:27:21.546248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:21.546281] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:21.546307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:21.546365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:21.606198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:21.606877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:21.606956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:21.606989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:21.733655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:21.733808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:21.733854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:21.733913] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:21.737526] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2025-12-18T20:27:21.737819] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-18T20:27:21.737946] [INFO ] [sig       ] MX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:21.876878] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MX.txt
[2025-12-18T20:27:21.876990] [INFO ] [sig       ] [2165/3568] Completed MX in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-18T20:27:21.877028] [INFO ] [sig       ] [2166/3568] Forecasting MXF...
[2025-12-18T20:27:21.877057] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-18T20:27:21.877087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-18T20:27:21.887801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-18T20:27:21.888061] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-18T20:27:21.888819] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-18T20:27:21.888869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:21.888900] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:21.888927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:21.888983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:21.945910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:21.946517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:21.946609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:21.946642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:22.066890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:22.067080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:22.067133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:22.067163] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:22.070691] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-18T20:27:22.070984] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-18T20:27:22.071112] [INFO ] [sig       ] MXF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:22.210040] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MXF.txt
[2025-12-18T20:27:22.210177] [INFO ] [sig       ] [2166/3568] Completed MXF in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-18T20:27:22.210215] [INFO ] [sig       ] [2167/3568] Forecasting MXL...
[2025-12-18T20:27:22.210244] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-18T20:27:22.210275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-18T20:27:22.221655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-18T20:27:22.221963] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-18T20:27:22.222748] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-18T20:27:22.222799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:22.222830] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:22.222857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:22.222941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:22.279694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:22.280399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:22.280487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:22.280551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:22.398095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:22.398238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:22.398280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:22.398308] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:22.401560] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-18T20:27:22.401846] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-18T20:27:22.401967] [INFO ] [sig       ] MXL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:22.537646] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MXL.txt
[2025-12-18T20:27:22.537773] [INFO ] [sig       ] [2167/3568] Completed MXL in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-18T20:27:22.537810] [INFO ] [sig       ] [2168/3568] Forecasting MYE...
[2025-12-18T20:27:22.537839] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-18T20:27:22.537869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-18T20:27:22.548814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-18T20:27:22.549122] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-18T20:27:22.549907] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-18T20:27:22.549958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:22.549989] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:22.550016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:22.550072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:22.605319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:22.605957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:22.606034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:22.606093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:22.724020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:22.724162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:22.724202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:22.724230] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:22.727456] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=18.09%)
[2025-12-18T20:27:22.727745] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-18T20:27:22.727865] [INFO ] [sig       ] MYE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:22.868191] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/MYE.txt
[2025-12-18T20:27:22.868334] [INFO ] [sig       ] [2168/3568] Completed MYE in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-18T20:27:22.868375] [INFO ] [sig       ] [2169/3568] Forecasting MYGN...
[2025-12-18T20:27:22.868403] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-18T20:27:22.868433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-18T20:27:22.879884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-18T20:27:22.880176] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-18T20:27:22.880990] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-18T20:27:22.881041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:22.881072] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:22.881099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:22.881165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:22.937770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:22.938493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:22.938589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:22.938624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:23.056398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:23.056536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:23.056593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:23.056625] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:23.059985] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-12-18T20:27:23.060253] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-18T20:27:23.060375] [INFO ] [sig       ] MYGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:23.199248] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MYGN.txt
[2025-12-18T20:27:23.199369] [INFO ] [sig       ] [2169/3568] Completed MYGN in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-18T20:27:23.199407] [INFO ] [sig       ] [2170/3568] Forecasting MYI...
[2025-12-18T20:27:23.199436] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-18T20:27:23.199466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-18T20:27:23.211626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-18T20:27:23.212023] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-18T20:27:23.212853] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-18T20:27:23.212907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:23.212939] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:23.212971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:23.213029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:23.269412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:23.270201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:23.270280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:23.270313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:23.388588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:23.388718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:23.388757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:23.388786] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:23.392049] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-12-18T20:27:23.392318] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-18T20:27:23.392439] [INFO ] [sig       ] MYI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:23.534854] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MYI.txt
[2025-12-18T20:27:23.534990] [INFO ] [sig       ] [2170/3568] Completed MYI in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-18T20:27:23.535029] [INFO ] [sig       ] [2171/3568] Forecasting MYN...
[2025-12-18T20:27:23.535059] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-18T20:27:23.535088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-18T20:27:23.546788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-18T20:27:23.547079] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-18T20:27:23.547853] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-18T20:27:23.547914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:23.547945] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:23.547973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:23.548029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:23.605327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:23.605979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:23.606069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:23.606108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:23.724910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:23.725065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:23.725106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:23.725134] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:23.728383] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-12-18T20:27:23.728668] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-18T20:27:23.728793] [INFO ] [sig       ] MYN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:23.866417] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MYN.txt
[2025-12-18T20:27:23.866566] [INFO ] [sig       ] [2171/3568] Completed MYN in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-18T20:27:23.866624] [INFO ] [sig       ] [2172/3568] Forecasting MYRG...
[2025-12-18T20:27:23.866653] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-18T20:27:23.866683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-18T20:27:23.877657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-18T20:27:23.877941] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-18T20:27:23.878699] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-18T20:27:23.878750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:23.878781] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:23.878808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:23.878863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:23.934119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:23.934741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:23.934816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:23.934849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:24.052261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:24.052423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:24.052464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:24.052492] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:24.056178] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-12-18T20:27:24.056452] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-18T20:27:24.056783] [INFO ] [sig       ] MYRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:24.200169] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MYRG.txt
[2025-12-18T20:27:24.200339] [INFO ] [sig       ] [2172/3568] Completed MYRG in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-18T20:27:24.200379] [INFO ] [sig       ] [2173/3568] Forecasting NA...
[2025-12-18T20:27:24.200409] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-18T20:27:24.200441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-18T20:27:24.212148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-18T20:27:24.212613] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-18T20:27:24.213540] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-18T20:27:24.213622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:24.213666] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:24.213695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:24.213752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:24.282203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:24.283460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:24.283599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:24.283656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:24.453015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:24.453218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:24.453286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:24.453338] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:24.458824] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=71.39%)
[2025-12-18T20:27:24.459396] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-18T20:27:24.459642] [INFO ] [sig       ] NA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:24.674632] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NA.txt
[2025-12-18T20:27:24.674870] [INFO ] [sig       ] [2173/3568] Completed NA in 0.5s | 2.94 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-18T20:27:24.674936] [INFO ] [sig       ] [2174/3568] Forecasting NAAS...
[2025-12-18T20:27:24.674986] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-18T20:27:24.675036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-18T20:27:24.692784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-18T20:27:24.693325] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-18T20:27:24.694655] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-18T20:27:24.694725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:24.694780] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:24.694831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:24.694928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:24.786465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:24.787641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:24.787757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:24.787805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:24.949100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:24.949300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:24.949366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:24.949410] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:24.953786] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2025-12-18T20:27:24.954187] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-18T20:27:24.954370] [INFO ] [sig       ] NAAS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:25.159765] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NAAS.txt
[2025-12-18T20:27:25.159998] [INFO ] [sig       ] [2174/3568] Completed NAAS in 0.5s | 2.94 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-18T20:27:25.160055] [INFO ] [sig       ] [2175/3568] Forecasting NABL...
[2025-12-18T20:27:25.160096] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-18T20:27:25.160138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-18T20:27:25.173418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-18T20:27:25.173836] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-18T20:27:25.174745] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-18T20:27:25.174801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:25.174865] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:25.174893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:25.174952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:25.237877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:25.238826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:25.238916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:25.238949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:25.365545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:25.365729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:25.365773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:25.365800] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:25.369400] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-18T20:27:25.369775] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-18T20:27:25.369940] [INFO ] [sig       ] NABL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:25.526717] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NABL.txt
[2025-12-18T20:27:25.526876] [INFO ] [sig       ] [2175/3568] Completed NABL in 0.4s | 2.94 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-18T20:27:25.526917] [INFO ] [sig       ] [2176/3568] Forecasting NAC...
[2025-12-18T20:27:25.526950] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-18T20:27:25.526989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-18T20:27:25.539830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-18T20:27:25.540251] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-18T20:27:25.541203] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-18T20:27:25.541257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:25.541289] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:25.541316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:25.541373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:25.603656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:25.604568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:25.604674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:25.604708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:25.730897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:25.731057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:25.731106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:25.731137] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:25.734589] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-12-18T20:27:25.734900] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-18T20:27:25.735033] [INFO ] [sig       ] NAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:25.885097] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NAC.txt
[2025-12-18T20:27:25.885260] [INFO ] [sig       ] [2176/3568] Completed NAC in 0.4s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-18T20:27:25.885299] [INFO ] [sig       ] [2177/3568] Forecasting NAD...
[2025-12-18T20:27:25.885329] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-18T20:27:25.885358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-18T20:27:25.898630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-18T20:27:25.899076] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-18T20:27:25.900098] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-18T20:27:25.900151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:25.900372] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:25.900399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:25.900466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:25.963465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:25.964420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:25.964522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:25.964558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:26.096046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:26.096212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:26.096258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:26.096287] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:26.099942] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-18T20:27:26.100241] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-18T20:27:26.100374] [INFO ] [sig       ] NAD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:26.247563] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NAD.txt
[2025-12-18T20:27:26.247748] [INFO ] [sig       ] [2177/3568] Completed NAD in 0.4s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-18T20:27:26.247790] [INFO ] [sig       ] [2178/3568] Forecasting NAMS...
[2025-12-18T20:27:26.247820] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-18T20:27:26.247850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-18T20:27:26.259657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-18T20:27:26.259987] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-18T20:27:26.260802] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-18T20:27:26.260854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:26.260886] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:26.260913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:26.260969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:26.322962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:26.323855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:26.323942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:26.323977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:26.440939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:26.441090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:26.441149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:26.441208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:26.444526] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: DOWN (p=29.18%)
[2025-12-18T20:27:26.444817] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-18T20:27:26.444938] [INFO ] [sig       ] NAMS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:26.581109] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NAMS.txt
[2025-12-18T20:27:26.581249] [INFO ] [sig       ] [2178/3568] Completed NAMS in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-18T20:27:26.581289] [INFO ] [sig       ] [2179/3568] Forecasting NATH...
[2025-12-18T20:27:26.581318] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-18T20:27:26.581349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-18T20:27:26.592457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-18T20:27:26.592789] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-18T20:27:26.593539] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-18T20:27:26.593611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:26.593665] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:26.593712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:26.593774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:26.649502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:26.650296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:26.650378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:26.650410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:26.766274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:26.766426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:26.766468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:26.766497] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:26.770041] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-12-18T20:27:26.770329] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-18T20:27:26.770465] [INFO ] [sig       ] NATH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:26.913638] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NATH.txt
[2025-12-18T20:27:26.913780] [INFO ] [sig       ] [2179/3568] Completed NATH in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-18T20:27:26.913819] [INFO ] [sig       ] [2180/3568] Forecasting NATL...
[2025-12-18T20:27:26.913848] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-18T20:27:26.913878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-18T20:27:26.925841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-18T20:27:26.926371] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-18T20:27:26.927228] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-18T20:27:26.927291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:26.927337] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:26.927371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:26.927429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:26.986655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:26.987328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:26.987406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:26.987438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:27.105553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:27.105722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:27.105765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:27.105794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:27.109076] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-18T20:27:27.109353] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-18T20:27:27.109478] [INFO ] [sig       ] NATL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:27.251506] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NATL.txt
[2025-12-18T20:27:27.251667] [INFO ] [sig       ] [2180/3568] Completed NATL in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-18T20:27:27.251707] [INFO ] [sig       ] [2181/3568] Forecasting NAVI...
[2025-12-18T20:27:27.251736] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-18T20:27:27.251767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-18T20:27:27.264643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-18T20:27:27.264992] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-18T20:27:27.266002] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-18T20:27:27.266054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:27.266086] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:27.266112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:27.266169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:27.331672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:27.332664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:27.332748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:27.332781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:27.460118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:27.460265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:27.460309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:27.460350] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:27.463890] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-18T20:27:27.464184] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-18T20:27:27.464339] [INFO ] [sig       ] NAVI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:27.608471] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NAVI.txt
[2025-12-18T20:27:27.608624] [INFO ] [sig       ] [2181/3568] Completed NAVI in 0.4s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-18T20:27:27.608664] [INFO ] [sig       ] [2182/3568] Forecasting NAZ...
[2025-12-18T20:27:27.608693] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-18T20:27:27.608723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-18T20:27:27.620669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-18T20:27:27.621014] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-18T20:27:27.621902] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-18T20:27:27.621965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:27.622025] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:27.622068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:27.622153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:27.683261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:27.684139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:27.684224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:27.684257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:27.791218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:27.791381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:27.791441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:27.791486] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:27.795339] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=32.27%)
[2025-12-18T20:27:27.795645] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-18T20:27:27.795803] [INFO ] [sig       ] NAZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:27.942360] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NAZ.txt
[2025-12-18T20:27:27.942510] [INFO ] [sig       ] [2182/3568] Completed NAZ in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-18T20:27:27.942555] [INFO ] [sig       ] [2183/3568] Forecasting NB...
[2025-12-18T20:27:27.942606] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-18T20:27:27.942639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-18T20:27:27.954511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-18T20:27:27.954858] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-18T20:27:27.955676] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-18T20:27:27.955729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:27.955760] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:27.955786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:27.955842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:28.013014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:28.013901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:28.013985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:28.014017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:28.130485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:28.130638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:28.130679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:28.130707] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:28.134006] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=61.00%)
[2025-12-18T20:27:28.134292] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-18T20:27:28.134412] [INFO ] [sig       ] NB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:28.270968] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NB.txt
[2025-12-18T20:27:28.271082] [INFO ] [sig       ] [2183/3568] Completed NB in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-18T20:27:28.271120] [INFO ] [sig       ] [2184/3568] Forecasting NBB...
[2025-12-18T20:27:28.271148] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-18T20:27:28.271179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-18T20:27:28.283503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-18T20:27:28.283849] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-18T20:27:28.284704] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-18T20:27:28.284758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:28.284790] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:28.284818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:28.284874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:28.342819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:28.343423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:28.343503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:28.343535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:28.464250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:28.464407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:28.464449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:28.464477] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:28.467750] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-18T20:27:28.468020] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-18T20:27:28.468143] [INFO ] [sig       ] NBB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:28.605310] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NBB.txt
[2025-12-18T20:27:28.605461] [INFO ] [sig       ] [2184/3568] Completed NBB in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-18T20:27:28.605499] [INFO ] [sig       ] [2185/3568] Forecasting NBBK...
[2025-12-18T20:27:28.605527] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-18T20:27:28.605558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-18T20:27:28.617682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-18T20:27:28.618032] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-18T20:27:28.618870] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-18T20:27:28.618923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:28.618956] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:28.618985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:28.619199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:28.674886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:28.675738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:28.675816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:28.675884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:28.801244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:28.801419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:28.801474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:28.801504] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:28.805096] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=26.20%)
[2025-12-18T20:27:28.805383] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-18T20:27:28.805516] [INFO ] [sig       ] NBBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:28.951936] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NBBK.txt
[2025-12-18T20:27:28.952070] [INFO ] [sig       ] [2185/3568] Completed NBBK in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-18T20:27:28.952110] [INFO ] [sig       ] [2186/3568] Forecasting NBHC...
[2025-12-18T20:27:28.952146] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-18T20:27:28.952177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-18T20:27:28.964673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-18T20:27:28.965047] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-18T20:27:28.965856] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-18T20:27:28.965909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:28.965941] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:28.965967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:28.966024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:29.024790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:29.025593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:29.025675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:29.025709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:29.146864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:29.147024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:29.147069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:29.147097] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:29.150552] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=52.18%)
[2025-12-18T20:27:29.150853] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-18T20:27:29.150978] [INFO ] [sig       ] NBHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:29.286949] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NBHC.txt
[2025-12-18T20:27:29.287068] [INFO ] [sig       ] [2186/3568] Completed NBHC in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-18T20:27:29.287110] [INFO ] [sig       ] [2187/3568] Forecasting NBIX...
[2025-12-18T20:27:29.287139] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-18T20:27:29.287168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-18T20:27:29.298808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-18T20:27:29.299106] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-18T20:27:29.299921] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-18T20:27:29.299972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:29.300003] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:29.300029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:29.300085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:29.355763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:29.356520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:29.356621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:29.356656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:29.492343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:29.492493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:29.492536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:29.492565] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:29.496019] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=68.83%)
[2025-12-18T20:27:29.496353] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-18T20:27:29.496507] [INFO ] [sig       ] NBIX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:29.641277] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NBIX.txt
[2025-12-18T20:27:29.641425] [INFO ] [sig       ] [2187/3568] Completed NBIX in 0.4s | 2.94 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-18T20:27:29.641470] [INFO ] [sig       ] [2188/3568] Forecasting NBN...
[2025-12-18T20:27:29.641500] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-18T20:27:29.641531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-18T20:27:29.653649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-18T20:27:29.654036] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-18T20:27:29.654856] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-18T20:27:29.654907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:29.654938] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:29.654964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:29.655019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:29.715014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:29.715891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:29.715976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:29.716007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:29.834615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:29.834773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:29.834816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:29.834845] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:29.838299] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=84.43%)
[2025-12-18T20:27:29.838591] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-18T20:27:29.838730] [INFO ] [sig       ] NBN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:29.977821] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NBN.txt
[2025-12-18T20:27:29.977997] [INFO ] [sig       ] [2188/3568] Completed NBN in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-18T20:27:29.978037] [INFO ] [sig       ] [2189/3568] Forecasting NBTB...
[2025-12-18T20:27:29.978066] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-18T20:27:29.978097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-18T20:27:29.990002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-18T20:27:29.990366] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-18T20:27:29.991235] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-18T20:27:29.991289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:29.991322] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:29.991349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:29.991406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:30.049120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:30.050005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:30.050094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:30.050128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:30.170205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:30.170369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:30.170411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:30.170458] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:30.173899] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-12-18T20:27:30.174181] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-18T20:27:30.174309] [INFO ] [sig       ] NBTB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:30.315235] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NBTB.txt
[2025-12-18T20:27:30.315360] [INFO ] [sig       ] [2189/3568] Completed NBTB in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-18T20:27:30.315399] [INFO ] [sig       ] [2190/3568] Forecasting NBXG...
[2025-12-18T20:27:30.315428] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-18T20:27:30.315458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-18T20:27:30.328215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-18T20:27:30.328498] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-18T20:27:30.329313] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-18T20:27:30.329366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:30.329397] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:30.329424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:30.329480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:30.391162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:30.392042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:30.392124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:30.392157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:30.521768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:30.521936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:30.521983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:30.522013] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:30.525524] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-18T20:27:30.525814] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-18T20:27:30.525937] [INFO ] [sig       ] NBXG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:30.666962] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NBXG.txt
[2025-12-18T20:27:30.667106] [INFO ] [sig       ] [2190/3568] Completed NBXG in 0.4s | 2.94 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-18T20:27:30.667145] [INFO ] [sig       ] [2191/3568] Forecasting NC...
[2025-12-18T20:27:30.667173] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-18T20:27:30.667204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-18T20:27:30.678470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-18T20:27:30.678845] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-18T20:27:30.679661] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-18T20:27:30.679712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:30.679744] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:30.679771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:30.679828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:30.736789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:30.737650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:30.737733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:30.737783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:30.839869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:30.840021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:30.840065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:30.840100] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:30.843460] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-12-18T20:27:30.843758] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-18T20:27:30.843885] [INFO ] [sig       ] NC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:30.982488] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NC.txt
[2025-12-18T20:27:30.982648] [INFO ] [sig       ] [2191/3568] Completed NC in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-18T20:27:30.982690] [INFO ] [sig       ] [2192/3568] Forecasting NCA...
[2025-12-18T20:27:30.982718] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-18T20:27:30.982748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-18T20:27:30.994176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-18T20:27:30.994469] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-18T20:27:30.995253] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-18T20:27:30.995305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:30.995365] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:30.995394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:30.995453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:31.052108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:31.052858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:31.052937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:31.052970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:31.177949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:31.178095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:31.178138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:31.178167] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:31.181453] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-12-18T20:27:31.181737] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-18T20:27:31.181857] [INFO ] [sig       ] NCA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:31.322370] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NCA.txt
[2025-12-18T20:27:31.322502] [INFO ] [sig       ] [2192/3568] Completed NCA in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-18T20:27:31.322540] [INFO ] [sig       ] [2193/3568] Forecasting NCLH...
[2025-12-18T20:27:31.322584] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-18T20:27:31.322617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-18T20:27:31.334280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-18T20:27:31.334566] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-18T20:27:31.335333] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-18T20:27:31.335384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:31.335414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:31.335452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:31.335509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:31.392761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:31.393497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:31.393600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:31.393642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:31.514552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:31.514719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:31.514761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:31.514789] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:31.518031] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=57.30%)
[2025-12-18T20:27:31.518301] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-18T20:27:31.518421] [INFO ] [sig       ] NCLH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:31.655848] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NCLH.txt
[2025-12-18T20:27:31.655978] [INFO ] [sig       ] [2193/3568] Completed NCLH in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-18T20:27:31.656015] [INFO ] [sig       ] [2194/3568] Forecasting NCMI...
[2025-12-18T20:27:31.656044] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-18T20:27:31.656073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-18T20:27:31.667205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-18T20:27:31.667500] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-18T20:27:31.668266] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-18T20:27:31.668318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:31.668349] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:31.668375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:31.668432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:31.724034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:31.724727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:31.724803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:31.724835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:31.855282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:31.855447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:31.855492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:31.855534] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:31.859840] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-18T20:27:31.860156] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-18T20:27:31.860323] [INFO ] [sig       ] NCMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:32.011644] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NCMI.txt
[2025-12-18T20:27:32.011788] [INFO ] [sig       ] [2194/3568] Completed NCMI in 0.4s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-18T20:27:32.011828] [INFO ] [sig       ] [2195/3568] Forecasting NCNA...
[2025-12-18T20:27:32.011860] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-18T20:27:32.011892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-18T20:27:32.024566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-18T20:27:32.024926] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-18T20:27:32.025941] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-18T20:27:32.025995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:32.026026] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:32.026052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:32.026108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:32.088269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:32.089120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:32.089204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:32.089237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:32.205396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:32.205545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:32.205620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:32.205692] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:32.209191] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-18T20:27:32.209505] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-18T20:27:32.209657] [INFO ] [sig       ] NCNA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:32.350901] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NCNA.txt
[2025-12-18T20:27:32.351039] [INFO ] [sig       ] [2195/3568] Completed NCNA in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-18T20:27:32.351077] [INFO ] [sig       ] [2196/3568] Forecasting NCNO...
[2025-12-18T20:27:32.351106] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-18T20:27:32.351135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-18T20:27:32.362254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-18T20:27:32.362732] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-18T20:27:32.363477] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-18T20:27:32.363529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:32.363560] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:32.363609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:32.363667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:32.418915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:32.419697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:32.419780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:32.419812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:32.539921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:32.540075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:32.540118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:32.540146] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:32.543546] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=45.56%)
[2025-12-18T20:27:32.543853] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-18T20:27:32.543980] [INFO ] [sig       ] NCNO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:32.681823] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NCNO.txt
[2025-12-18T20:27:32.681971] [INFO ] [sig       ] [2196/3568] Completed NCNO in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-18T20:27:32.682012] [INFO ] [sig       ] [2197/3568] Forecasting NCTY...
[2025-12-18T20:27:32.682043] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-18T20:27:32.682081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-18T20:27:32.693696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-18T20:27:32.694030] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-18T20:27:32.694824] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-18T20:27:32.694878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:32.694909] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:32.694935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:32.694997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:32.756705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:32.757624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:32.757708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:32.757742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:32.884310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:32.884466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:32.884508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:32.884538] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:32.888003] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=32.49%)
[2025-12-18T20:27:32.888335] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-18T20:27:32.888488] [INFO ] [sig       ] NCTY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:33.032323] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NCTY.txt
[2025-12-18T20:27:33.032465] [INFO ] [sig       ] [2197/3568] Completed NCTY in 0.4s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-18T20:27:33.032505] [INFO ] [sig       ] [2198/3568] Forecasting NCZ...
[2025-12-18T20:27:33.032536] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-18T20:27:33.032585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-18T20:27:33.044596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-18T20:27:33.044930] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-18T20:27:33.045716] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-18T20:27:33.045769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:33.045801] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:33.045827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:33.045886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:33.105231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:33.106011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:33.106095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:33.106129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:33.231985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:33.232137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:33.232179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:33.232209] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:33.235800] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-12-18T20:27:33.236123] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-18T20:27:33.236297] [INFO ] [sig       ] NCZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:33.382515] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NCZ.txt
[2025-12-18T20:27:33.382685] [INFO ] [sig       ] [2198/3568] Completed NCZ in 0.4s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-18T20:27:33.382727] [INFO ] [sig       ] [2199/3568] Forecasting NDAQ...
[2025-12-18T20:27:33.382759] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-18T20:27:33.382789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-18T20:27:33.394075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-18T20:27:33.394400] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-18T20:27:33.395168] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-18T20:27:33.395219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:33.395250] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:33.395276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:33.395331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:33.450977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:33.451775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:33.451854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:33.451886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:33.574756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:33.574902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:33.574945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:33.574974] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:33.578239] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=89.82%)
[2025-12-18T20:27:33.578507] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-18T20:27:33.578648] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:33.715447] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NDAQ.txt
[2025-12-18T20:27:33.715633] [INFO ] [sig       ] [2199/3568] Completed NDAQ in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-18T20:27:33.715674] [INFO ] [sig       ] [2200/3568] Forecasting NDMO...
[2025-12-18T20:27:33.715705] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-18T20:27:33.715736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-18T20:27:33.727727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-18T20:27:33.728116] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-18T20:27:33.728899] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-18T20:27:33.728950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:33.728982] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:33.729045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:33.729104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:33.785047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:33.785803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:33.785882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:33.785914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:33.903313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:33.903464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:33.903506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:33.903534] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:33.906841] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-18T20:27:33.907108] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-18T20:27:33.907230] [INFO ] [sig       ] NDMO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:34.044384] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NDMO.txt
[2025-12-18T20:27:34.044512] [INFO ] [sig       ] [2200/3568] Completed NDMO in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-18T20:27:34.044550] [INFO ] [sig       ] [2201/3568] Forecasting NDRA...
[2025-12-18T20:27:34.044608] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-18T20:27:34.044639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-18T20:27:34.055527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-18T20:27:34.055820] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-18T20:27:34.056560] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-18T20:27:34.056626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:34.056657] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:34.056682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:34.056737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:34.112027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:34.112684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:34.112761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:34.112793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:34.229218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:34.229358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:34.229398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:34.229425] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:34.232694] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-12-18T20:27:34.232962] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-18T20:27:34.233080] [INFO ] [sig       ] NDRA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:34.370595] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NDRA.txt
[2025-12-18T20:27:34.370722] [INFO ] [sig       ] [2201/3568] Completed NDRA in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-18T20:27:34.370760] [INFO ] [sig       ] [2202/3568] Forecasting NDSN...
[2025-12-18T20:27:34.370792] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-18T20:27:34.370821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-18T20:27:34.381670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-18T20:27:34.381966] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-18T20:27:34.382741] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-18T20:27:34.382792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:34.382823] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:34.382850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:34.382915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:34.439282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:34.440049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:34.440162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:34.440195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:34.564190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:34.564329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:34.564369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:34.564397] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:34.567683] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-12-18T20:27:34.567956] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-18T20:27:34.568076] [INFO ] [sig       ] NDSN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:34.708322] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NDSN.txt
[2025-12-18T20:27:34.708446] [INFO ] [sig       ] [2202/3568] Completed NDSN in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-18T20:27:34.708483] [INFO ] [sig       ] [2203/3568] Forecasting NE...
[2025-12-18T20:27:34.708512] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-18T20:27:34.708542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-18T20:27:34.719778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-18T20:27:34.720099] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-18T20:27:34.720981] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-18T20:27:34.721044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:34.721089] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:34.721127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:34.721209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:34.780700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:34.781468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:34.781547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:34.781596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:34.900444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:34.900594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:34.900638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:34.900671] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:34.903986] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-18T20:27:34.904260] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-18T20:27:34.904384] [INFO ] [sig       ] NE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:35.043487] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NE.txt
[2025-12-18T20:27:35.043623] [INFO ] [sig       ] [2203/3568] Completed NE in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-18T20:27:35.043662] [INFO ] [sig       ] [2204/3568] Forecasting NEA...
[2025-12-18T20:27:35.043691] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-18T20:27:35.043720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-18T20:27:35.055138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-18T20:27:35.055451] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-18T20:27:35.056256] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-18T20:27:35.056307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:35.056338] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:35.056364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:35.056422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:35.114031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:35.114739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:35.114819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:35.114851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:35.238543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:35.238703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:35.238747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:35.238776] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:35.242225] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2025-12-18T20:27:35.242517] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-18T20:27:35.242662] [INFO ] [sig       ] NEA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:35.386825] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NEA.txt
[2025-12-18T20:27:35.386959] [INFO ] [sig       ] [2204/3568] Completed NEA in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-18T20:27:35.386997] [INFO ] [sig       ] [2205/3568] Forecasting NECB...
[2025-12-18T20:27:35.387025] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-18T20:27:35.387055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-18T20:27:35.398027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-18T20:27:35.398296] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-18T20:27:35.399075] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-18T20:27:35.399126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:35.399158] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:35.399185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:35.399242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:35.457237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:35.457983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:35.458061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:35.458093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:35.576731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:35.576874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:35.576914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:35.576943] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:35.580220] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-18T20:27:35.580486] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-18T20:27:35.580625] [INFO ] [sig       ] NECB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:35.721591] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NECB.txt
[2025-12-18T20:27:35.721753] [INFO ] [sig       ] [2205/3568] Completed NECB in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-18T20:27:35.721793] [INFO ] [sig       ] [2206/3568] Forecasting NEE...
[2025-12-18T20:27:35.721822] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-18T20:27:35.721851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-18T20:27:35.732712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-18T20:27:35.732983] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-18T20:27:35.733761] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-18T20:27:35.733824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:35.733855] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:35.733881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:35.733936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:35.789903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:35.790500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:35.790593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:35.790627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:35.905659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:35.905783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:35.905821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:35.905849] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:35.909043] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-12-18T20:27:35.909318] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-18T20:27:35.909439] [INFO ] [sig       ] NEE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:36.046145] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NEE.txt
[2025-12-18T20:27:36.046261] [INFO ] [sig       ] [2206/3568] Completed NEE in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-18T20:27:36.046299] [INFO ] [sig       ] [2207/3568] Forecasting NEGG...
[2025-12-18T20:27:36.046327] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-18T20:27:36.046356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-18T20:27:36.058486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-18T20:27:36.058921] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-18T20:27:36.060028] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-18T20:27:36.060093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:36.060133] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:36.060165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:36.060225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:36.127666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:36.128501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:36.128597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:36.128632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:36.244831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:36.244986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:36.245028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:36.245057] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:36.248335] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-18T20:27:36.248621] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-18T20:27:36.248742] [INFO ] [sig       ] NEGG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:36.391193] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NEGG.txt
[2025-12-18T20:27:36.391322] [INFO ] [sig       ] [2207/3568] Completed NEGG in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-18T20:27:36.391360] [INFO ] [sig       ] [2208/3568] Forecasting NEM...
[2025-12-18T20:27:36.391388] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-18T20:27:36.391418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-18T20:27:36.402698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-18T20:27:36.402973] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-18T20:27:36.403736] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-18T20:27:36.403786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:36.403817] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:36.403844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:36.403898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:36.460330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:36.460939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:36.461016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:36.461047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:36.583208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:36.583348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:36.583388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:36.583416] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:36.586663] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=68.75%)
[2025-12-18T20:27:36.586929] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-18T20:27:36.587049] [INFO ] [sig       ] NEM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:36.725036] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NEM.txt
[2025-12-18T20:27:36.725157] [INFO ] [sig       ] [2208/3568] Completed NEM in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-18T20:27:36.725195] [INFO ] [sig       ] [2209/3568] Forecasting NEO...
[2025-12-18T20:27:36.725224] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-18T20:27:36.725255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-18T20:27:36.736442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-18T20:27:36.736728] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-18T20:27:36.737466] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-18T20:27:36.737518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:36.737594] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:36.737626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:36.737683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:36.793768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:36.794350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:36.794426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:36.794457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:36.911967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:36.912094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:36.912132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:36.912161] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:36.915340] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-18T20:27:36.915620] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-18T20:27:36.915739] [INFO ] [sig       ] NEO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:37.051692] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NEO.txt
[2025-12-18T20:27:37.051811] [INFO ] [sig       ] [2209/3568] Completed NEO in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-18T20:27:37.051855] [INFO ] [sig       ] [2210/3568] Forecasting NEOG...
[2025-12-18T20:27:37.051885] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-18T20:27:37.051915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-18T20:27:37.063223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-18T20:27:37.063494] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-18T20:27:37.064254] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-18T20:27:37.064304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:37.064334] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:37.064360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:37.064416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:37.119753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:37.120655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:37.120736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:37.120769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:37.237394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:37.237548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:37.237609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:37.237640] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:37.240983] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2025-12-18T20:27:37.241249] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-18T20:27:37.241376] [INFO ] [sig       ] NEOG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:37.379345] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NEOG.txt
[2025-12-18T20:27:37.379469] [INFO ] [sig       ] [2210/3568] Completed NEOG in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-18T20:27:37.379507] [INFO ] [sig       ] [2211/3568] Forecasting NEON...
[2025-12-18T20:27:37.379536] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-18T20:27:37.379566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-18T20:27:37.390839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-18T20:27:37.391104] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-18T20:27:37.391890] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-18T20:27:37.391941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:37.391973] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:37.391999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:37.392054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:37.447824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:37.448424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:37.448499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:37.448530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:37.566341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:37.566453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:37.566490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:37.566517] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:37.569693] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-18T20:27:37.569963] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-18T20:27:37.570099] [INFO ] [sig       ] NEON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:37.707619] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NEON.txt
[2025-12-18T20:27:37.707736] [INFO ] [sig       ] [2211/3568] Completed NEON in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-18T20:27:37.707774] [INFO ] [sig       ] [2212/3568] Forecasting NEXA...
[2025-12-18T20:27:37.707803] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-18T20:27:37.707834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-18T20:27:37.718617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-18T20:27:37.718878] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-18T20:27:37.719675] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-18T20:27:37.719725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:37.719756] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:37.719782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:37.719837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:37.775180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:37.775834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:37.775912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:37.775944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:37.894238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:37.894362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:37.894403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:37.894458] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:37.897806] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=38.78%)
[2025-12-18T20:27:37.898079] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-18T20:27:37.898203] [INFO ] [sig       ] NEXA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:38.037107] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NEXA.txt
[2025-12-18T20:27:38.037232] [INFO ] [sig       ] [2212/3568] Completed NEXA in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-18T20:27:38.037269] [INFO ] [sig       ] [2213/3568] Forecasting NEXN...
[2025-12-18T20:27:38.037300] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-18T20:27:38.037331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-18T20:27:38.048323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-18T20:27:38.048612] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-18T20:27:38.049408] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-18T20:27:38.049459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:38.049489] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:38.049515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:38.049588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:38.105647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:38.106238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:38.106314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:38.106345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:38.226817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:38.226962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:38.227072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:38.227104] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:38.230385] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-18T20:27:38.230672] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-18T20:27:38.230793] [INFO ] [sig       ] NEXN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:38.370198] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NEXN.txt
[2025-12-18T20:27:38.370325] [INFO ] [sig       ] [2213/3568] Completed NEXN in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-18T20:27:38.370365] [INFO ] [sig       ] [2214/3568] Forecasting NFBK...
[2025-12-18T20:27:38.370395] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-18T20:27:38.370424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-18T20:27:38.381461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-18T20:27:38.381751] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-18T20:27:38.382493] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-18T20:27:38.382543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:38.382598] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:38.382631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:38.382689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:38.438417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:38.439037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:38.439114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:38.439146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:38.553112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:38.553236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:38.553277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:38.553306] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:38.556473] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=15.10%)
[2025-12-18T20:27:38.556762] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-18T20:27:38.556881] [INFO ] [sig       ] NFBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:38.695356] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NFBK.txt
[2025-12-18T20:27:38.695477] [INFO ] [sig       ] [2214/3568] Completed NFBK in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-18T20:27:38.695516] [INFO ] [sig       ] [2215/3568] Forecasting NFE...
[2025-12-18T20:27:38.695546] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-18T20:27:38.695593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-18T20:27:38.706833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-18T20:27:38.707122] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-18T20:27:38.708087] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-18T20:27:38.708138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:38.708170] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:38.708196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:38.708252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:38.766130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:38.766762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:38.766838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:38.766869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:38.888922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:38.889077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:38.889118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:38.889146] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:38.892444] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-18T20:27:38.892749] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-18T20:27:38.892875] [INFO ] [sig       ] NFE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:39.030481] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NFE.txt
[2025-12-18T20:27:39.030613] [INFO ] [sig       ] [2215/3568] Completed NFE in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-18T20:27:39.030653] [INFO ] [sig       ] [2216/3568] Forecasting NFG...
[2025-12-18T20:27:39.030684] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-18T20:27:39.030713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-18T20:27:39.042613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-18T20:27:39.042891] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-18T20:27:39.043653] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-18T20:27:39.043704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:39.043736] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:39.043762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:39.043817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:39.100326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:39.100958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:39.101036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:39.101075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:39.221596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:39.221750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:39.221790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:39.221819] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:39.225104] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2025-12-18T20:27:39.225387] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-18T20:27:39.225513] [INFO ] [sig       ] NFG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:39.363922] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NFG.txt
[2025-12-18T20:27:39.364076] [INFO ] [sig       ] [2216/3568] Completed NFG in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-18T20:27:39.364115] [INFO ] [sig       ] [2217/3568] Forecasting NFJ...
[2025-12-18T20:27:39.364145] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-18T20:27:39.364174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-18T20:27:39.375705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-18T20:27:39.376070] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-18T20:27:39.376843] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-18T20:27:39.376894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:39.376937] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:39.376964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:39.377020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:39.432201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:39.432811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:39.432889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:39.432921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:39.551279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:39.551421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:39.551467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:39.551501] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:39.554729] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-18T20:27:39.554993] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-18T20:27:39.555110] [INFO ] [sig       ] NFJ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:39.692769] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NFJ.txt
[2025-12-18T20:27:39.692882] [INFO ] [sig       ] [2217/3568] Completed NFJ in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-18T20:27:39.692920] [INFO ] [sig       ] [2218/3568] Forecasting NFLX...
[2025-12-18T20:27:39.692949] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-18T20:27:39.692978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-18T20:27:39.705125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-18T20:27:39.705419] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-18T20:27:39.706187] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-18T20:27:39.706237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:39.706268] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:39.706293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:39.706348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:39.762433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:39.763069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:39.763147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:39.763178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:39.881063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:39.881188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:39.881227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:39.881254] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:39.884442] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-12-18T20:27:39.884726] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-18T20:27:39.884845] [INFO ] [sig       ] NFLX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:40.021624] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NFLX.txt
[2025-12-18T20:27:40.021739] [INFO ] [sig       ] [2218/3568] Completed NFLX in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-18T20:27:40.021776] [INFO ] [sig       ] [2219/3568] Forecasting NFTY...
[2025-12-18T20:27:40.021804] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-18T20:27:40.021834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-18T20:27:40.032819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-18T20:27:40.033113] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-18T20:27:40.033877] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-18T20:27:40.033927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:40.033958] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:40.033985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:40.034041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:40.089278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:40.089899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:40.090000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:40.090033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:40.202524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:40.202679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:40.202720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:40.202749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:40.206012] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=56.84%)
[2025-12-18T20:27:40.206280] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-18T20:27:40.206421] [INFO ] [sig       ] NFTY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:40.347933] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NFTY.txt
[2025-12-18T20:27:40.348059] [INFO ] [sig       ] [2219/3568] Completed NFTY in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-18T20:27:40.348096] [INFO ] [sig       ] [2220/3568] Forecasting NGG...
[2025-12-18T20:27:40.348125] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-18T20:27:40.348155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-18T20:27:40.359501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-18T20:27:40.359805] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-18T20:27:40.360550] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-18T20:27:40.360621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:40.360653] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:40.360679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:40.360735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:40.416982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:40.417852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:40.417935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:40.417967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:40.539236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:40.539381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:40.539431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:40.539465] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:40.542760] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=62.44%)
[2025-12-18T20:27:40.543028] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-18T20:27:40.543149] [INFO ] [sig       ] NGG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:40.682097] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NGG.txt
[2025-12-18T20:27:40.682220] [INFO ] [sig       ] [2220/3568] Completed NGG in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:40.682258] [INFO ] [sig       ] [2221/3568] Forecasting NGL...
[2025-12-18T20:27:40.682294] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-18T20:27:40.682324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-18T20:27:40.694138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-18T20:27:40.694412] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-18T20:27:40.695171] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-18T20:27:40.695221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:40.695252] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:40.695278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:40.695333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:40.755346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:40.756255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:40.756345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:40.756378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:40.875952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:40.876104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:40.876146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:40.876175] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:40.879505] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-18T20:27:40.879789] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-18T20:27:40.879909] [INFO ] [sig       ] NGL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:41.016839] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NGL.txt
[2025-12-18T20:27:41.016957] [INFO ] [sig       ] [2221/3568] Completed NGL in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:41.016993] [INFO ] [sig       ] [2222/3568] Forecasting NGNE...
[2025-12-18T20:27:41.017022] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-18T20:27:41.017052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-18T20:27:41.028520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-18T20:27:41.028822] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-18T20:27:41.029631] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-18T20:27:41.029681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:41.029713] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:41.029739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:41.029795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:41.085451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:41.086076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:41.086151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:41.086183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:41.208104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:41.208252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:41.208293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:41.208322] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:41.211667] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=14.84%)
[2025-12-18T20:27:41.211947] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-18T20:27:41.212070] [INFO ] [sig       ] NGNE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:41.361620] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NGNE.txt
[2025-12-18T20:27:41.361815] [INFO ] [sig       ] [2222/3568] Completed NGNE in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:41.361857] [INFO ] [sig       ] [2223/3568] Forecasting NGS...
[2025-12-18T20:27:41.361887] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-18T20:27:41.361915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-18T20:27:41.374356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-18T20:27:41.374683] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-18T20:27:41.375487] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-18T20:27:41.375540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:41.375775] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:41.375805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:41.375864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:41.432050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:41.432921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:41.433004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:41.433036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:41.551337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:41.551488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:41.551529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:41.551557] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:41.554828] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=52.46%)
[2025-12-18T20:27:41.555097] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-18T20:27:41.555218] [INFO ] [sig       ] NGS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:41.692366] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NGS.txt
[2025-12-18T20:27:41.692500] [INFO ] [sig       ] [2223/3568] Completed NGS in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:41.692538] [INFO ] [sig       ] [2224/3568] Forecasting NGVC...
[2025-12-18T20:27:41.692584] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-18T20:27:41.692617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-18T20:27:41.703792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-18T20:27:41.704100] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-18T20:27:41.704890] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-18T20:27:41.704940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:41.704970] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:41.704996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:41.705050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:41.762017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:41.762800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:41.762881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:41.762914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:41.883134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:41.883284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:41.883325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:41.883370] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:41.886656] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=26.29%)
[2025-12-18T20:27:41.886926] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-18T20:27:41.887045] [INFO ] [sig       ] NGVC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:42.024599] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NGVC.txt
[2025-12-18T20:27:42.024731] [INFO ] [sig       ] [2224/3568] Completed NGVC in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:42.024768] [INFO ] [sig       ] [2225/3568] Forecasting NHI...
[2025-12-18T20:27:42.024798] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-18T20:27:42.024826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-18T20:27:42.035869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-18T20:27:42.036163] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-18T20:27:42.036929] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-18T20:27:42.036979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:42.037011] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:42.037038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:42.037093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:42.093892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:42.094711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:42.094789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:42.094821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:42.211546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:42.211903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:42.211945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:42.211974] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:42.215229] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-12-18T20:27:42.215505] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-18T20:27:42.215644] [INFO ] [sig       ] NHI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:42.358987] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NHI.txt
[2025-12-18T20:27:42.359160] [INFO ] [sig       ] [2225/3568] Completed NHI in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:42.359199] [INFO ] [sig       ] [2226/3568] Forecasting NHTC...
[2025-12-18T20:27:42.359229] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-18T20:27:42.359258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-18T20:27:42.369779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-18T20:27:42.370136] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-18T20:27:42.371015] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-18T20:27:42.371072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:42.371137] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:42.371165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:42.371236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:42.430301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:42.431173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:42.431258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:42.431307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:42.544086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:42.544243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:42.544284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:42.544312] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:42.547783] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2025-12-18T20:27:42.548131] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-18T20:27:42.548269] [INFO ] [sig       ] NHTC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:42.748414] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NHTC.txt
[2025-12-18T20:27:42.748545] [INFO ] [sig       ] [2226/3568] Completed NHTC in 0.4s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:42.748599] [INFO ] [sig       ] [2227/3568] Forecasting NI...
[2025-12-18T20:27:42.748630] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-18T20:27:42.748661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-18T20:27:42.760086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-18T20:27:42.760377] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-18T20:27:42.761208] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-18T20:27:42.761260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:42.761293] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:42.761320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:42.761384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:42.819925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:42.820662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:42.820745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:42.820779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:42.945086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:42.945241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:42.945283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:42.945311] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:42.948609] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-12-18T20:27:42.948879] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-18T20:27:42.949022] [INFO ] [sig       ] NI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:43.086272] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NI.txt
[2025-12-18T20:27:43.086427] [INFO ] [sig       ] [2227/3568] Completed NI in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:43.086465] [INFO ] [sig       ] [2228/3568] Forecasting NIC...
[2025-12-18T20:27:43.086494] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-18T20:27:43.086525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-18T20:27:43.098451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-18T20:27:43.098808] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-18T20:27:43.099677] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-18T20:27:43.099731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:43.099763] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:43.099789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:43.099863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:43.157607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:43.158463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:43.158545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:43.158599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:43.274971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:43.275128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:43.275169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:43.275197] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:43.278473] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-12-18T20:27:43.278758] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-18T20:27:43.278881] [INFO ] [sig       ] NIC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:43.432910] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NIC.txt
[2025-12-18T20:27:43.433068] [INFO ] [sig       ] [2228/3568] Completed NIC in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:43.433108] [INFO ] [sig       ] [2229/3568] Forecasting NICE...
[2025-12-18T20:27:43.433141] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-18T20:27:43.433174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-18T20:27:43.453976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-18T20:27:43.454896] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-18T20:27:43.456551] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-18T20:27:43.456681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:43.456739] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:43.456784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:43.456873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:43.524952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:43.526148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:43.526314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:43.526369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:43.660084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:43.660235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:43.660277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:43.660305] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:43.663722] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-18T20:27:43.663995] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-18T20:27:43.664120] [INFO ] [sig       ] NICE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:43.801439] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NICE.txt
[2025-12-18T20:27:43.801601] [INFO ] [sig       ] [2229/3568] Completed NICE in 0.4s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-18T20:27:43.801642] [INFO ] [sig       ] [2230/3568] Forecasting NIE...
[2025-12-18T20:27:43.801673] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-18T20:27:43.801702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-18T20:27:43.813161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-18T20:27:43.813450] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-18T20:27:43.814228] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-18T20:27:43.814290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:43.814322] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:43.814348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:43.814404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:43.870234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:43.870886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:43.870963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:43.870995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:43.988912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:43.989098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:43.989143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:43.989171] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:43.992553] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-18T20:27:43.992854] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-18T20:27:43.992984] [INFO ] [sig       ] NIE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:44.132770] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NIE.txt
[2025-12-18T20:27:44.132896] [INFO ] [sig       ] [2230/3568] Completed NIE in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-18T20:27:44.132933] [INFO ] [sig       ] [2231/3568] Forecasting NIKL...
[2025-12-18T20:27:44.132962] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-18T20:27:44.132992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-18T20:27:44.143997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-18T20:27:44.144254] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-18T20:27:44.145030] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-18T20:27:44.145080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:44.145111] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:44.145137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:44.145192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:44.201652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:44.202506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:44.202606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:44.202640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:44.312144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:44.312295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:44.312334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:44.312362] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:44.315637] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=86.98%)
[2025-12-18T20:27:44.315906] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-18T20:27:44.316026] [INFO ] [sig       ] NIKL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:44.456508] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NIKL.txt
[2025-12-18T20:27:44.456653] [INFO ] [sig       ] [2231/3568] Completed NIKL in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-18T20:27:44.456693] [INFO ] [sig       ] [2232/3568] Forecasting NIM...
[2025-12-18T20:27:44.456722] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-18T20:27:44.456751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-18T20:27:44.467144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-18T20:27:44.467389] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-18T20:27:44.468154] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-18T20:27:44.468205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:44.468236] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:44.468262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:44.468317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:44.523957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:44.524737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:44.524817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:44.524849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:44.633406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:44.633554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:44.633612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:44.633641] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:44.636909] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-18T20:27:44.637175] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-18T20:27:44.637292] [INFO ] [sig       ] NIM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:44.775786] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NIM.txt
[2025-12-18T20:27:44.775917] [INFO ] [sig       ] [2232/3568] Completed NIM in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-18T20:27:44.775957] [INFO ] [sig       ] [2233/3568] Forecasting NIO...
[2025-12-18T20:27:44.775986] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-18T20:27:44.776015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-18T20:27:44.787224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-18T20:27:44.787551] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-18T20:27:44.788323] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-18T20:27:44.788374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:44.788406] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:44.788432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:44.788489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:44.843836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:44.844462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:44.844538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:44.844570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:44.963701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:44.963858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:44.963903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:44.963931] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:44.967259] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=82.81%)
[2025-12-18T20:27:44.967531] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-18T20:27:44.967674] [INFO ] [sig       ] NIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:45.105793] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NIO.txt
[2025-12-18T20:27:45.105956] [INFO ] [sig       ] [2233/3568] Completed NIO in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-18T20:27:45.105995] [INFO ] [sig       ] [2234/3568] Forecasting NIPG...
[2025-12-18T20:27:45.106025] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-18T20:27:45.106057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-18T20:27:45.117183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-18T20:27:45.117543] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-18T20:27:45.118315] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-18T20:27:45.118366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:45.118398] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:45.118425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:45.118481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:45.174047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:45.174904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:45.174983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:45.175016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:45.285315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:45.285464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:45.285507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:45.285536] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:45.288811] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-18T20:27:45.289117] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-18T20:27:45.289239] [INFO ] [sig       ] NIPG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:45.428427] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NIPG.txt
[2025-12-18T20:27:45.428557] [INFO ] [sig       ] [2234/3568] Completed NIPG in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-18T20:27:45.428614] [INFO ] [sig       ] [2235/3568] Forecasting NISN...
[2025-12-18T20:27:45.428644] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-18T20:27:45.428673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-18T20:27:45.439417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-18T20:27:45.439742] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-18T20:27:45.440514] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-18T20:27:45.440565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:45.440622] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:45.440649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:45.440705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:45.496935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:45.497689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:45.497770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:45.497804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:45.603884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:45.604035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:45.604075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:45.604103] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:45.607427] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-18T20:27:45.607729] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-18T20:27:45.607850] [INFO ] [sig       ] NISN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:45.750270] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NISN.txt
[2025-12-18T20:27:45.750444] [INFO ] [sig       ] [2235/3568] Completed NISN in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-18T20:27:45.750494] [INFO ] [sig       ] [2236/3568] Forecasting NITO...
[2025-12-18T20:27:45.750541] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-18T20:27:45.750610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-18T20:27:45.762122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-18T20:27:45.762406] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-18T20:27:45.763174] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-18T20:27:45.763225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:45.763256] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:45.763283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:45.763338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:45.819035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:45.819816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:45.819926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:45.819959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:45.934053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:45.934205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:45.934252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:45.934281] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:45.937636] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-18T20:27:45.937902] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-18T20:27:45.938020] [INFO ] [sig       ] NITO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:46.075902] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NITO.txt
[2025-12-18T20:27:46.076027] [INFO ] [sig       ] [2236/3568] Completed NITO in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-18T20:27:46.076065] [INFO ] [sig       ] [2237/3568] Forecasting NKSH...
[2025-12-18T20:27:46.076093] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-18T20:27:46.076123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-18T20:27:46.087203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-18T20:27:46.087535] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-18T20:27:46.088334] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-18T20:27:46.088386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:46.088418] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:46.088445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:46.088502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:46.144543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:46.145347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:46.145426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:46.145458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:46.248493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:46.248682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:46.248727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:46.248756] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:46.252184] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-18T20:27:46.252461] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-18T20:27:46.252600] [INFO ] [sig       ] NKSH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:46.390512] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NKSH.txt
[2025-12-18T20:27:46.390704] [INFO ] [sig       ] [2237/3568] Completed NKSH in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-18T20:27:46.390759] [INFO ] [sig       ] [2238/3568] Forecasting NKTX...
[2025-12-18T20:27:46.390800] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-18T20:27:46.390842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-18T20:27:46.402622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-18T20:27:46.402915] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-18T20:27:46.403704] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-18T20:27:46.403756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:46.403788] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:46.403813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:46.403871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:46.460370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:46.460991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:46.461068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:46.461099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:46.577275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:46.577421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:46.577462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:46.577491] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:46.580793] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-18T20:27:46.581060] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-18T20:27:46.581183] [INFO ] [sig       ] NKTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:46.719091] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NKTX.txt
[2025-12-18T20:27:46.719232] [INFO ] [sig       ] [2238/3568] Completed NKTX in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:46.719280] [INFO ] [sig       ] [2239/3568] Forecasting NKX...
[2025-12-18T20:27:46.719312] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-18T20:27:46.719341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-18T20:27:46.730818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-18T20:27:46.731130] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-18T20:27:46.732013] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-18T20:27:46.732066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:46.732098] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:46.732125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:46.732183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:46.793744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:46.794540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:46.794640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:46.794675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:46.914911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:46.915058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:46.915099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:46.915129] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:46.918508] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=44.97%)
[2025-12-18T20:27:46.918802] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-18T20:27:46.918926] [INFO ] [sig       ] NKX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:47.060840] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NKX.txt
[2025-12-18T20:27:47.060984] [INFO ] [sig       ] [2239/3568] Completed NKX in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:47.061024] [INFO ] [sig       ] [2240/3568] Forecasting NLOP...
[2025-12-18T20:27:47.061054] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-18T20:27:47.061083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-18T20:27:47.074291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-18T20:27:47.074710] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-18T20:27:47.075677] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-18T20:27:47.075737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:47.075775] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:47.075807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:47.075884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:47.134142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:47.134941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:47.135021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:47.135053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:47.247123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:47.247287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:47.247332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:47.247360] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:47.250866] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-12-18T20:27:47.251169] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-18T20:27:47.251320] [INFO ] [sig       ] NLOP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:47.391790] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NLOP.txt
[2025-12-18T20:27:47.391920] [INFO ] [sig       ] [2240/3568] Completed NLOP in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:47.391958] [INFO ] [sig       ] [2241/3568] Forecasting NLY...
[2025-12-18T20:27:47.391987] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-18T20:27:47.392017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-18T20:27:47.403592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-18T20:27:47.403895] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-18T20:27:47.404702] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-18T20:27:47.404754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:47.404818] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:47.404849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:47.404905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:47.461384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:47.462123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:47.462204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:47.462236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:47.582429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:47.582590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:47.582636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:47.582668] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:47.586069] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2025-12-18T20:27:47.586345] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-18T20:27:47.586472] [INFO ] [sig       ] NLY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:47.731472] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NLY.txt
[2025-12-18T20:27:47.731624] [INFO ] [sig       ] [2241/3568] Completed NLY in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:47.731664] [INFO ] [sig       ] [2242/3568] Forecasting NMAI...
[2025-12-18T20:27:47.731693] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-18T20:27:47.731722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-18T20:27:47.743448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-18T20:27:47.743771] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-18T20:27:47.744516] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-18T20:27:47.744566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:47.744620] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:47.744647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:47.744703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:47.804232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:47.805018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:47.805100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:47.805133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:47.929419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:47.929570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:47.929628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:47.929658] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:47.933225] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-18T20:27:47.933524] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-18T20:27:47.933670] [INFO ] [sig       ] NMAI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:48.081319] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NMAI.txt
[2025-12-18T20:27:48.081478] [INFO ] [sig       ] [2242/3568] Completed NMAI in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:48.081526] [INFO ] [sig       ] [2243/3568] Forecasting NMCO...
[2025-12-18T20:27:48.081556] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-18T20:27:48.081604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-18T20:27:48.093271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-18T20:27:48.093615] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-18T20:27:48.094455] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-18T20:27:48.094508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:48.094566] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:48.094612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:48.094687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:48.160362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:48.161291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:48.161379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:48.161412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:48.307191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:48.307347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:48.307392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:48.307421] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:48.310871] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-18T20:27:48.311154] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-18T20:27:48.311281] [INFO ] [sig       ] NMCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:48.450883] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NMCO.txt
[2025-12-18T20:27:48.451032] [INFO ] [sig       ] [2243/3568] Completed NMCO in 0.4s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:48.451070] [INFO ] [sig       ] [2244/3568] Forecasting NMFC...
[2025-12-18T20:27:48.451100] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-18T20:27:48.451142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-18T20:27:48.462679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-18T20:27:48.463018] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-18T20:27:48.463790] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-18T20:27:48.463843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:48.463874] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:48.463900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:48.463956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:48.519220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:48.519948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:48.520028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:48.520060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:48.637468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:48.637639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:48.637682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:48.637710] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:48.641008] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-12-18T20:27:48.641287] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-18T20:27:48.641413] [INFO ] [sig       ] NMFC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:48.780241] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NMFC.txt
[2025-12-18T20:27:48.780374] [INFO ] [sig       ] [2244/3568] Completed NMFC in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:48.780419] [INFO ] [sig       ] [2245/3568] Forecasting NMG...
[2025-12-18T20:27:48.780449] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-18T20:27:48.780479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-18T20:27:48.792106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-18T20:27:48.792410] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-18T20:27:48.793225] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-18T20:27:48.793278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:48.793310] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:48.793337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:48.793393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:48.852712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:48.853470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:48.853553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:48.853605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:48.972519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:48.972698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:48.972742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:48.972769] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:48.976181] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-12-18T20:27:48.976479] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-18T20:27:48.976629] [INFO ] [sig       ] NMG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:49.114364] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NMG.txt
[2025-12-18T20:27:49.114495] [INFO ] [sig       ] [2245/3568] Completed NMG in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:49.114533] [INFO ] [sig       ] [2246/3568] Forecasting NMI...
[2025-12-18T20:27:49.114565] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-18T20:27:49.114616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-18T20:27:49.125265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-18T20:27:49.125523] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-18T20:27:49.126294] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-18T20:27:49.126344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:49.126374] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:49.126400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:49.126455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:49.183233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:49.184013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:49.184092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:49.184123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:49.289062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:49.289215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:49.289255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:49.289313] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:49.292621] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-18T20:27:49.292889] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-18T20:27:49.293028] [INFO ] [sig       ] NMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:49.431342] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NMI.txt
[2025-12-18T20:27:49.431490] [INFO ] [sig       ] [2246/3568] Completed NMI in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:49.431528] [INFO ] [sig       ] [2247/3568] Forecasting NMIH...
[2025-12-18T20:27:49.431557] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-18T20:27:49.431609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-18T20:27:49.442536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-18T20:27:49.442862] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-18T20:27:49.443654] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-18T20:27:49.443707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:49.443738] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:49.443765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:49.443821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:49.499782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:49.500496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:49.500591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:49.500626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:49.611126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:49.611276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:49.611317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:49.611345] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:49.614643] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-18T20:27:49.614911] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-18T20:27:49.615031] [INFO ] [sig       ] NMIH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:49.754305] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NMIH.txt
[2025-12-18T20:27:49.754448] [INFO ] [sig       ] [2247/3568] Completed NMIH in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-18T20:27:49.754485] [INFO ] [sig       ] [2248/3568] Forecasting NMM...
[2025-12-18T20:27:49.754514] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-18T20:27:49.754543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-18T20:27:49.766245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-18T20:27:49.766520] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-18T20:27:49.767293] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-18T20:27:49.767344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:49.767375] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:49.767400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:49.767456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:49.824424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:49.825072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:49.825150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:49.825183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:49.941050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:49.941200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:49.941242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:49.941289] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:49.944726] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-18T20:27:49.944993] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-18T20:27:49.945114] [INFO ] [sig       ] NMM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:50.084262] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NMM.txt
[2025-12-18T20:27:50.084407] [INFO ] [sig       ] [2248/3568] Completed NMM in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-18T20:27:50.084446] [INFO ] [sig       ] [2249/3568] Forecasting NMRA...
[2025-12-18T20:27:50.084475] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-18T20:27:50.084507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-18T20:27:50.095997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-18T20:27:50.096270] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-18T20:27:50.097042] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-18T20:27:50.097092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:50.097123] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:50.097150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:50.097205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:50.159177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:50.160346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:50.160457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:50.160513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:50.283950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:50.284103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:50.284144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:50.284174] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:50.287657] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-18T20:27:50.287949] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-18T20:27:50.288076] [INFO ] [sig       ] NMRA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:50.424977] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NMRA.txt
[2025-12-18T20:27:50.425109] [INFO ] [sig       ] [2249/3568] Completed NMRA in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-18T20:27:50.425147] [INFO ] [sig       ] [2250/3568] Forecasting NMRK...
[2025-12-18T20:27:50.425176] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-18T20:27:50.425205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-18T20:27:50.436041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-18T20:27:50.436369] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-18T20:27:50.437153] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-18T20:27:50.437204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:50.437235] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:50.437261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:50.437316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:50.493162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:50.493975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:50.494073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:50.494107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:50.616158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:50.616314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:50.616359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:50.616389] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:50.619798] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-12-18T20:27:50.620067] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-18T20:27:50.620186] [INFO ] [sig       ] NMRK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:50.760782] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NMRK.txt
[2025-12-18T20:27:50.760935] [INFO ] [sig       ] [2250/3568] Completed NMRK in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-18T20:27:50.760973] [INFO ] [sig       ] [2251/3568] Forecasting NN...
[2025-12-18T20:27:50.761003] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-18T20:27:50.761034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-18T20:27:50.772913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-18T20:27:50.773251] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-18T20:27:50.774027] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-18T20:27:50.774078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:50.774108] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:50.774134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:50.774190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:50.833664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:50.834599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:50.834685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:50.834717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:50.953511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:50.953691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:50.953735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:50.953770] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:50.957226] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-18T20:27:50.957519] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-18T20:27:50.957670] [INFO ] [sig       ] NN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:51.094988] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NN.txt
[2025-12-18T20:27:51.095141] [INFO ] [sig       ] [2251/3568] Completed NN in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-18T20:27:51.095180] [INFO ] [sig       ] [2252/3568] Forecasting NNDM...
[2025-12-18T20:27:51.095208] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-18T20:27:51.095239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-18T20:27:51.107062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-18T20:27:51.107367] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-18T20:27:51.108136] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-18T20:27:51.108187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:51.108218] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:51.108257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:51.108314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:51.165823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:51.166552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:51.166650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:51.166684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:51.285319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:51.285476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:51.285519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:51.285548] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:51.288815] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-18T20:27:51.289108] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-18T20:27:51.289228] [INFO ] [sig       ] NNDM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:51.426217] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NNDM.txt
[2025-12-18T20:27:51.426343] [INFO ] [sig       ] [2252/3568] Completed NNDM in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-18T20:27:51.426381] [INFO ] [sig       ] [2253/3568] Forecasting NNE...
[2025-12-18T20:27:51.426410] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-18T20:27:51.426439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-18T20:27:51.437932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-18T20:27:51.438221] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-18T20:27:51.439042] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-18T20:27:51.439099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:51.439131] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:51.439159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:51.439216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:51.495570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:51.496313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:51.496442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:51.496475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:51.620097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:51.620263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:51.620314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:51.620344] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:51.623796] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-12-18T20:27:51.624270] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-18T20:27:51.624391] [INFO ] [sig       ] NNE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:51.762733] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NNE.txt
[2025-12-18T20:27:51.762864] [INFO ] [sig       ] [2253/3568] Completed NNE in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-18T20:27:51.762903] [INFO ] [sig       ] [2254/3568] Forecasting NNI...
[2025-12-18T20:27:51.762932] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-18T20:27:51.762961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-18T20:27:51.774930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-18T20:27:51.775213] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-18T20:27:51.776014] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-18T20:27:51.776065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:51.776096] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:51.776122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:51.776178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:51.833230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:51.833851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:51.833926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:51.833958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:51.950962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:51.951112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:51.951155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:51.951184] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:51.954557] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-18T20:27:51.954862] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-18T20:27:51.954988] [INFO ] [sig       ] NNI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:52.092298] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NNI.txt
[2025-12-18T20:27:52.092426] [INFO ] [sig       ] [2254/3568] Completed NNI in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-18T20:27:52.092464] [INFO ] [sig       ] [2255/3568] Forecasting NNN...
[2025-12-18T20:27:52.092493] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-18T20:27:52.092524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-18T20:27:52.103298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-18T20:27:52.103585] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-18T20:27:52.104336] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-18T20:27:52.104386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:52.104416] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:52.104450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:52.104504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:52.160057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:52.160676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:52.160752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:52.160783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:52.278799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:52.278947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:52.278987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:52.279034] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:52.282312] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=77.83%)
[2025-12-18T20:27:52.282613] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-18T20:27:52.282738] [INFO ] [sig       ] NNN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:52.422065] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NNN.txt
[2025-12-18T20:27:52.422221] [INFO ] [sig       ] [2255/3568] Completed NNN in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:52.422270] [INFO ] [sig       ] [2256/3568] Forecasting NNOX...
[2025-12-18T20:27:52.422302] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-18T20:27:52.422350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-18T20:27:52.433405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-18T20:27:52.433718] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-18T20:27:52.434539] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-18T20:27:52.434612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:52.434650] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:52.434681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:52.434739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:52.491104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:52.491755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:52.491831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:52.491863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:52.614712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:52.614863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:52.614904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:52.614932] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:52.618232] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2025-12-18T20:27:52.618501] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-18T20:27:52.618639] [INFO ] [sig       ] NNOX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:52.755508] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NNOX.txt
[2025-12-18T20:27:52.755672] [INFO ] [sig       ] [2256/3568] Completed NNOX in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:52.755712] [INFO ] [sig       ] [2257/3568] Forecasting NNY...
[2025-12-18T20:27:52.755740] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-18T20:27:52.755770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-18T20:27:52.766216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-18T20:27:52.766543] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-18T20:27:52.767351] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-18T20:27:52.767403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:52.767435] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:52.767463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:52.767520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:52.823097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:52.823734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:52.823808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:52.823860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:52.932828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:52.932974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:52.933015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:52.933043] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:52.936295] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-18T20:27:52.936566] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-18T20:27:52.936705] [INFO ] [sig       ] NNY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:53.073767] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NNY.txt
[2025-12-18T20:27:53.073914] [INFO ] [sig       ] [2257/3568] Completed NNY in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:53.073969] [INFO ] [sig       ] [2258/3568] Forecasting NOA...
[2025-12-18T20:27:53.074000] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-18T20:27:53.074032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-18T20:27:53.085450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-18T20:27:53.085747] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-18T20:27:53.086488] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-18T20:27:53.086538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:53.086587] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:53.086618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:53.086679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:53.144058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:53.144740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:53.144821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:53.144854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:53.264497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:53.264659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:53.264702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:53.264732] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:53.268142] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=47.44%)
[2025-12-18T20:27:53.268420] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-18T20:27:53.268550] [INFO ] [sig       ] NOA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:53.405821] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NOA.txt
[2025-12-18T20:27:53.405958] [INFO ] [sig       ] [2258/3568] Completed NOA in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:53.405996] [INFO ] [sig       ] [2259/3568] Forecasting NOAH...
[2025-12-18T20:27:53.406025] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-18T20:27:53.406055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-18T20:27:53.417542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-18T20:27:53.417845] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-18T20:27:53.418606] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-18T20:27:53.418657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:53.418689] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:53.418716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:53.418771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:53.474862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:53.475593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:53.475670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:53.475703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:53.595908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:53.596066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:53.596108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:53.596137] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:53.599457] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-12-18T20:27:53.599751] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-18T20:27:53.599881] [INFO ] [sig       ] NOAH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:53.737153] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NOAH.txt
[2025-12-18T20:27:53.737280] [INFO ] [sig       ] [2259/3568] Completed NOAH in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:53.737343] [INFO ] [sig       ] [2260/3568] Forecasting NODK...
[2025-12-18T20:27:53.737379] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-18T20:27:53.737412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-18T20:27:53.748171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-18T20:27:53.748477] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-18T20:27:53.749311] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-18T20:27:53.749362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:53.749423] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:53.749451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:53.749507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:53.808013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:53.808686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:53.808767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:53.808800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:53.913473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:53.913646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:53.913691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:53.913718] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:53.916998] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=70.46%)
[2025-12-18T20:27:53.917264] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-18T20:27:53.917387] [INFO ] [sig       ] NODK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:54.053857] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NODK.txt
[2025-12-18T20:27:54.053974] [INFO ] [sig       ] [2260/3568] Completed NODK in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:54.054011] [INFO ] [sig       ] [2261/3568] Forecasting NOG...
[2025-12-18T20:27:54.054039] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-18T20:27:54.054069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-18T20:27:54.064992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-18T20:27:54.065284] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-18T20:27:54.066066] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-18T20:27:54.066117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:54.066148] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:54.066174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:54.066231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:54.121887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:54.122739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:54.122818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:54.122850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:54.238678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:54.238827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:54.238866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:54.238894] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:54.242183] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-18T20:27:54.242447] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-18T20:27:54.242568] [INFO ] [sig       ] NOG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:54.379521] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NOG.txt
[2025-12-18T20:27:54.379668] [INFO ] [sig       ] [2261/3568] Completed NOG in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:54.379708] [INFO ] [sig       ] [2262/3568] Forecasting NOMD...
[2025-12-18T20:27:54.379739] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-18T20:27:54.379771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-18T20:27:54.391826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-18T20:27:54.392114] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-18T20:27:54.392882] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-18T20:27:54.392933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:54.392965] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:54.392992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:54.393049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:54.448444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:54.449131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:54.449207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:54.449238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:54.567841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:54.567984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:54.568029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:54.568057] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:54.571325] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-18T20:27:54.571616] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-18T20:27:54.571738] [INFO ] [sig       ] NOMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:54.707919] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NOMD.txt
[2025-12-18T20:27:54.708046] [INFO ] [sig       ] [2262/3568] Completed NOMD in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:54.708084] [INFO ] [sig       ] [2263/3568] Forecasting NOTE...
[2025-12-18T20:27:54.708113] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-18T20:27:54.708142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-18T20:27:54.719252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-18T20:27:54.719519] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-18T20:27:54.720316] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-18T20:27:54.720366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:54.720397] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:54.720423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:54.720479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:54.776012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:54.776627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:54.776703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:54.776733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:54.895853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:54.896029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:54.896072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:54.896132] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:54.899561] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-18T20:27:54.899935] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-18T20:27:54.900072] [INFO ] [sig       ] NOTE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:55.038092] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NOTE.txt
[2025-12-18T20:27:55.038219] [INFO ] [sig       ] [2263/3568] Completed NOTE in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:55.038257] [INFO ] [sig       ] [2264/3568] Forecasting NPCE...
[2025-12-18T20:27:55.038286] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-18T20:27:55.038315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-18T20:27:55.049554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-18T20:27:55.049854] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-18T20:27:55.050623] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-18T20:27:55.050674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:55.050705] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:55.050731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:55.050787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:55.107552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:55.108279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:55.108360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:55.108392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:55.231425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:55.231595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:55.231639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:55.231669] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:55.235123] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=83.89%)
[2025-12-18T20:27:55.235414] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-18T20:27:55.235543] [INFO ] [sig       ] NPCE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:55.380567] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NPCE.txt
[2025-12-18T20:27:55.380739] [INFO ] [sig       ] [2264/3568] Completed NPCE in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:55.380789] [INFO ] [sig       ] [2265/3568] Forecasting NPFD...
[2025-12-18T20:27:55.380826] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-18T20:27:55.380864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-18T20:27:55.392895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-18T20:27:55.393171] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-18T20:27:55.393987] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-18T20:27:55.394050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:55.394083] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:55.394112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:55.394170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:55.454393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:55.455043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:55.455120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:55.455153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:55.577166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:55.577320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:55.577376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:55.577405] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:55.580885] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-18T20:27:55.581177] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-18T20:27:55.581309] [INFO ] [sig       ] NPFD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:55.721380] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NPFD.txt
[2025-12-18T20:27:55.721504] [INFO ] [sig       ] [2265/3568] Completed NPFD in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-18T20:27:55.721541] [INFO ] [sig       ] [2266/3568] Forecasting NPK...
[2025-12-18T20:27:55.721585] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-18T20:27:55.721620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-18T20:27:55.732401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-18T20:27:55.732681] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-18T20:27:55.733457] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-18T20:27:55.733508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:55.733538] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:55.733564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:55.733645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:55.789430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:55.790291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:55.790373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:55.790404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:55.911325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:55.911488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:55.911531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:55.911559] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:55.914864] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-18T20:27:55.915145] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-18T20:27:55.915268] [INFO ] [sig       ] NPK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:56.055851] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NPK.txt
[2025-12-18T20:27:56.055979] [INFO ] [sig       ] [2266/3568] Completed NPK in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-18T20:27:56.056017] [INFO ] [sig       ] [2267/3568] Forecasting NPO...
[2025-12-18T20:27:56.056045] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-18T20:27:56.056075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-18T20:27:56.067168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-18T20:27:56.067442] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-18T20:27:56.068211] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-18T20:27:56.068262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:56.068293] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:56.068319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:56.068375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:56.124319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:56.124955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:56.125030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:56.125062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:56.249023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:56.249177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:56.249219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:56.249247] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:56.252526] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=36.74%)
[2025-12-18T20:27:56.252821] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-18T20:27:56.252942] [INFO ] [sig       ] NPO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:56.393503] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NPO.txt
[2025-12-18T20:27:56.393652] [INFO ] [sig       ] [2267/3568] Completed NPO in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-18T20:27:56.393693] [INFO ] [sig       ] [2268/3568] Forecasting NQP...
[2025-12-18T20:27:56.393722] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-18T20:27:56.393752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-18T20:27:56.404647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-18T20:27:56.404931] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-18T20:27:56.405699] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-18T20:27:56.405751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:56.405782] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:56.405809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:56.405865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:56.461301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:56.461920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:56.461997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:56.462028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:56.581950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:56.582097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:56.582139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:56.582167] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:56.585417] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-18T20:27:56.585705] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-18T20:27:56.585826] [INFO ] [sig       ] NQP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:56.722586] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NQP.txt
[2025-12-18T20:27:56.722713] [INFO ] [sig       ] [2268/3568] Completed NQP in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-18T20:27:56.722759] [INFO ] [sig       ] [2269/3568] Forecasting NRC...
[2025-12-18T20:27:56.722789] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-18T20:27:56.722819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-18T20:27:56.734521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-18T20:27:56.734808] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-18T20:27:56.735784] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-18T20:27:56.735833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:56.736049] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:56.736074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:56.736129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:56.791715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:56.792325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:56.792400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:56.792431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:56.907238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:56.907377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:56.907417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:56.907444] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:56.910706] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-18T20:27:56.910982] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-18T20:27:56.911101] [INFO ] [sig       ] NRC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:57.048178] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NRC.txt
[2025-12-18T20:27:57.048303] [INFO ] [sig       ] [2269/3568] Completed NRC in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-18T20:27:57.048342] [INFO ] [sig       ] [2270/3568] Forecasting NRDS...
[2025-12-18T20:27:57.048371] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-18T20:27:57.048401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-18T20:27:57.059814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-18T20:27:57.060080] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-18T20:27:57.060858] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-18T20:27:57.060908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:57.060939] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:57.060966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:57.061023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:57.120214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:57.120944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:57.121052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:57.121085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:57.237129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:57.237280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:57.237321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:57.237349] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:57.240685] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-18T20:27:57.240979] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-18T20:27:57.241112] [INFO ] [sig       ] NRDS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:57.377184] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NRDS.txt
[2025-12-18T20:27:57.377318] [INFO ] [sig       ] [2270/3568] Completed NRDS in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-18T20:27:57.377357] [INFO ] [sig       ] [2271/3568] Forecasting NREF...
[2025-12-18T20:27:57.377386] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-18T20:27:57.377416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-18T20:27:57.388916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-18T20:27:57.389206] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-18T20:27:57.389984] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-18T20:27:57.390034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:57.390065] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:57.390091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:57.390147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:57.446149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:57.446756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:57.446833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:57.446864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:57.564132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:57.564273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:57.564313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:57.564341] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:57.567589] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-12-18T20:27:57.567857] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-18T20:27:57.567976] [INFO ] [sig       ] NREF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:57.704542] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NREF.txt
[2025-12-18T20:27:57.704679] [INFO ] [sig       ] [2271/3568] Completed NREF in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-18T20:27:57.704717] [INFO ] [sig       ] [2272/3568] Forecasting NRG...
[2025-12-18T20:27:57.704746] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-18T20:27:57.704780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-18T20:27:57.716515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-18T20:27:57.716830] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-18T20:27:57.717592] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-18T20:27:57.717643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:57.717674] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:57.717700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:57.717756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:57.772336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:57.772947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:57.773024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:57.773056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:57.892613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:57.892756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:57.892814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:57.892843] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:57.896100] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=40.87%)
[2025-12-18T20:27:57.896369] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-18T20:27:57.896492] [INFO ] [sig       ] NRG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:58.033358] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NRG.txt
[2025-12-18T20:27:58.033516] [INFO ] [sig       ] [2272/3568] Completed NRG in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-18T20:27:58.033555] [INFO ] [sig       ] [2273/3568] Forecasting NRIM...
[2025-12-18T20:27:58.033605] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-18T20:27:58.033638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-18T20:27:58.045058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-18T20:27:58.045364] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-18T20:27:58.046248] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-18T20:27:58.046298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:58.046329] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:58.046356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:58.046412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:58.101560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:58.102332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:58.102410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:58.102441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:58.223408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:58.223561] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:27:58.223631] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:58.223682] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:58.226980] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-12-18T20:27:58.227248] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-18T20:27:58.227369] [INFO ] [sig       ] NRIM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:58.364634] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NRIM.txt
[2025-12-18T20:27:58.364767] [INFO ] [sig       ] [2273/3568] Completed NRIM in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:27:58.364806] [INFO ] [sig       ] [2274/3568] Forecasting NRIX...
[2025-12-18T20:27:58.364835] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-18T20:27:58.364865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-18T20:27:58.376226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-18T20:27:58.376490] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-18T20:27:58.377247] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-18T20:27:58.377297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:58.377329] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:58.377355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:58.377412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:58.433033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:58.433649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:58.433725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:58.433757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:58.556388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:58.556554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:58.556615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:58.556644] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:58.560071] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-12-18T20:27:58.560353] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-18T20:27:58.560482] [INFO ] [sig       ] NRIX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:58.709078] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NRIX.txt
[2025-12-18T20:27:58.709284] [INFO ] [sig       ] [2274/3568] Completed NRIX in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:27:58.709353] [INFO ] [sig       ] [2275/3568] Forecasting NRK...
[2025-12-18T20:27:58.709405] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-18T20:27:58.709461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-18T20:27:58.722139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-18T20:27:58.722438] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-18T20:27:58.723213] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-18T20:27:58.723264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:58.723295] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:58.723321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:58.723376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:58.781026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:58.781706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:58.781784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:58.781816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:58.896306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:58.896451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:58.896491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:58.896519] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:58.900241] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-12-18T20:27:58.900699] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-18T20:27:58.900865] [INFO ] [sig       ] NRK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:59.038721] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NRK.txt
[2025-12-18T20:27:59.038895] [INFO ] [sig       ] [2275/3568] Completed NRK in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:27:59.038950] [INFO ] [sig       ] [2276/3568] Forecasting NRP...
[2025-12-18T20:27:59.038993] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-18T20:27:59.039059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-18T20:27:59.054602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-18T20:27:59.055005] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-18T20:27:59.056120] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-18T20:27:59.056185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:59.056243] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:59.056284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:59.056370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:59.116791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:59.117617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:59.117696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:59.117729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:59.235485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:59.235656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:59.235697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:59.235726] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:59.239030] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-12-18T20:27:59.239298] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-18T20:27:59.239420] [INFO ] [sig       ] NRP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:27:59.376308] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NRP.txt
[2025-12-18T20:27:59.376430] [INFO ] [sig       ] [2276/3568] Completed NRP in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:27:59.376468] [INFO ] [sig       ] [2277/3568] Forecasting NRXP...
[2025-12-18T20:27:59.376496] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-18T20:27:59.376526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-18T20:27:59.387924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-18T20:27:59.388205] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-18T20:27:59.389019] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-18T20:27:59.389072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:59.389132] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:59.389160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:59.389219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:59.447351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:59.448123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:59.448204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:59.448238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:59.567652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:59.567802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:59.567844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:59.567872] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:59.571239] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=77.02%)
[2025-12-18T20:27:59.571514] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-18T20:27:59.571657] [INFO ] [sig       ] NRXP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:27:59.710733] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NRXP.txt
[2025-12-18T20:27:59.710869] [INFO ] [sig       ] [2277/3568] Completed NRXP in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:27:59.710908] [INFO ] [sig       ] [2278/3568] Forecasting NSC...
[2025-12-18T20:27:59.710937] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-18T20:27:59.710967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-18T20:27:59.722543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-18T20:27:59.722861] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-18T20:27:59.723657] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-18T20:27:59.723708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:27:59.723740] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:27:59.723767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:27:59.723847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:27:59.781416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:27:59.782072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:27:59.782151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:27:59.782185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:27:59.902528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:27:59.902689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:27:59.902732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:27:59.902762] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:27:59.906128] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-18T20:27:59.906404] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-18T20:27:59.906528] [INFO ] [sig       ] NSC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:00.046823] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NSC.txt
[2025-12-18T20:28:00.046956] [INFO ] [sig       ] [2278/3568] Completed NSC in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:28:00.046997] [INFO ] [sig       ] [2279/3568] Forecasting NSP...
[2025-12-18T20:28:00.047028] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-18T20:28:00.047059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-18T20:28:00.058092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-18T20:28:00.058357] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-18T20:28:00.059153] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-18T20:28:00.059204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:00.059235] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:00.059261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:00.059316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:00.117442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:00.118198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:00.118278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:00.118312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:00.247909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:00.248071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:00.248121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:00.248152] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:00.251651] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-18T20:28:00.251929] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-18T20:28:00.252065] [INFO ] [sig       ] NSP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:00.391434] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NSP.txt
[2025-12-18T20:28:00.391587] [INFO ] [sig       ] [2279/3568] Completed NSP in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:28:00.391628] [INFO ] [sig       ] [2280/3568] Forecasting NSSC...
[2025-12-18T20:28:00.391671] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-18T20:28:00.391703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-18T20:28:00.403908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-18T20:28:00.404243] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-18T20:28:00.405060] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-18T20:28:00.405113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:00.405144] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:00.405172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:00.405228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:00.463141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:00.464007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:00.464093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:00.464128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:00.584741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:00.584900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:00.584945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:00.585015] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:00.588376] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=33.27%)
[2025-12-18T20:28:00.588682] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-18T20:28:00.588812] [INFO ] [sig       ] NSSC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:00.729535] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NSSC.txt
[2025-12-18T20:28:00.729713] [INFO ] [sig       ] [2280/3568] Completed NSSC in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:28:00.729752] [INFO ] [sig       ] [2281/3568] Forecasting NTAP...
[2025-12-18T20:28:00.729782] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-18T20:28:00.729813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-18T20:28:00.741250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-18T20:28:00.741600] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-18T20:28:00.742353] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-18T20:28:00.742403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:00.742434] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:00.742459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:00.742515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:00.798957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:00.799860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:00.799943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:00.799977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:00.920750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:00.920914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:00.920957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:00.920986] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:00.924305] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=38.44%)
[2025-12-18T20:28:00.924606] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-18T20:28:00.924735] [INFO ] [sig       ] NTAP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:01.069120] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NTAP.txt
[2025-12-18T20:28:01.069301] [INFO ] [sig       ] [2281/3568] Completed NTAP in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:28:01.069342] [INFO ] [sig       ] [2282/3568] Forecasting NTB...
[2025-12-18T20:28:01.069372] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-18T20:28:01.069403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-18T20:28:01.081315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-18T20:28:01.081710] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-18T20:28:01.082729] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-18T20:28:01.082781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:01.082812] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:01.082842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:01.082904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:01.139600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:01.140474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:01.140599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:01.140636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:01.259865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:01.260027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:01.260069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:01.260099] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:01.263510] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-18T20:28:01.263891] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-18T20:28:01.264025] [INFO ] [sig       ] NTB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:01.404075] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NTB.txt
[2025-12-18T20:28:01.404236] [INFO ] [sig       ] [2282/3568] Completed NTB in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:28:01.404276] [INFO ] [sig       ] [2283/3568] Forecasting NTES...
[2025-12-18T20:28:01.404307] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-18T20:28:01.404340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-18T20:28:01.416226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-18T20:28:01.416637] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-18T20:28:01.417507] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-18T20:28:01.417599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:01.417635] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:01.417663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:01.417719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:01.475857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:01.476725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:01.476820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:01.476854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:01.599612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:01.599771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:01.599812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:01.599859] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:01.603349] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-18T20:28:01.603701] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-18T20:28:01.603837] [INFO ] [sig       ] NTES: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:01.744609] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NTES.txt
[2025-12-18T20:28:01.744759] [INFO ] [sig       ] [2283/3568] Completed NTES in 0.3s | 2.94 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-18T20:28:01.744797] [INFO ] [sig       ] [2284/3568] Forecasting NTIC...
[2025-12-18T20:28:01.744828] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-18T20:28:01.744858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-18T20:28:01.762056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-18T20:28:01.762868] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-18T20:28:01.764616] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-18T20:28:01.764691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:01.764742] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:01.764780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:01.764866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:01.830907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:01.832195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:01.832344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:01.832378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:01.943067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:01.943314] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:28:01.943364] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:01.943394] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:01.947716] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-18T20:28:01.948215] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-18T20:28:01.948380] [INFO ] [sig       ] NTIC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:02.107493] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NTIC.txt
[2025-12-18T20:28:02.107738] [INFO ] [sig       ] [2284/3568] Completed NTIC in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-18T20:28:02.107784] [INFO ] [sig       ] [2285/3568] Forecasting NTLA...
[2025-12-18T20:28:02.107815] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-18T20:28:02.107848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-18T20:28:02.121764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-18T20:28:02.122345] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-18T20:28:02.123293] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-18T20:28:02.123349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:02.123385] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:02.123417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:02.123476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:02.182854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:02.184151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:02.184255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:02.184317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:02.309090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:02.309345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:02.309410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:02.309441] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:02.313407] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=86.41%)
[2025-12-18T20:28:02.313755] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-18T20:28:02.313891] [INFO ] [sig       ] NTLA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:02.455930] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NTLA.txt
[2025-12-18T20:28:02.456143] [INFO ] [sig       ] [2285/3568] Completed NTLA in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-18T20:28:02.456191] [INFO ] [sig       ] [2286/3568] Forecasting NTNX...
[2025-12-18T20:28:02.456224] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-18T20:28:02.456258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-18T20:28:02.469692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-18T20:28:02.470211] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-18T20:28:02.471142] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-18T20:28:02.471195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:02.471227] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:02.471254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:02.471312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:02.530896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:02.532230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:02.532347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:02.532382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:02.657051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:02.657313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:02.657361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:02.657390] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:02.661338] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-12-18T20:28:02.661681] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-18T20:28:02.661819] [INFO ] [sig       ] NTNX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:02.802458] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NTNX.txt
[2025-12-18T20:28:02.802672] [INFO ] [sig       ] [2286/3568] Completed NTNX in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-18T20:28:02.802715] [INFO ] [sig       ] [2287/3568] Forecasting NTRA...
[2025-12-18T20:28:02.802746] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-18T20:28:02.802777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-18T20:28:02.817038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-18T20:28:02.817643] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-18T20:28:02.818517] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-18T20:28:02.818589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:02.818625] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:02.818668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:02.818726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:02.875070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:02.876071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:02.876211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:02.876245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:02.999989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:03.000151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:03.000193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:03.000222] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:03.003542] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2025-12-18T20:28:03.003838] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-18T20:28:03.003964] [INFO ] [sig       ] NTRA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:03.144817] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NTRA.txt
[2025-12-18T20:28:03.144973] [INFO ] [sig       ] [2287/3568] Completed NTRA in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-18T20:28:03.145012] [INFO ] [sig       ] [2288/3568] Forecasting NTRB...
[2025-12-18T20:28:03.145041] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-18T20:28:03.145070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-18T20:28:03.156057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-18T20:28:03.156437] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-18T20:28:03.157227] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-18T20:28:03.157278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:03.157309] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:03.157335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:03.157391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:03.215782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:03.216653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:03.216738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:03.216770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:03.334464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:03.334670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:03.334738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:03.334784] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:03.338189] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-18T20:28:03.338486] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-18T20:28:03.338635] [INFO ] [sig       ] NTRB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:03.479793] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NTRB.txt
[2025-12-18T20:28:03.479952] [INFO ] [sig       ] [2288/3568] Completed NTRB in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-18T20:28:03.479992] [INFO ] [sig       ] [2289/3568] Forecasting NTRS...
[2025-12-18T20:28:03.480022] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-18T20:28:03.480053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-18T20:28:03.492151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-18T20:28:03.492482] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-18T20:28:03.493307] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-18T20:28:03.493361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:03.493392] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:03.493419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:03.493475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:03.550918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:03.551662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:03.551745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:03.551778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:03.670981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:03.671189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:03.671241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:03.671272] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:03.675104] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-18T20:28:03.675450] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-18T20:28:03.675611] [INFO ] [sig       ] NTRS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:03.813819] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NTRS.txt
[2025-12-18T20:28:03.813954] [INFO ] [sig       ] [2289/3568] Completed NTRS in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-18T20:28:03.813999] [INFO ] [sig       ] [2290/3568] Forecasting NTRSO...
[2025-12-18T20:28:03.814030] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-18T20:28:03.814059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-18T20:28:03.825972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-18T20:28:03.826292] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-18T20:28:03.827097] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-18T20:28:03.827150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:03.827183] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:03.827210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:03.827272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:03.888933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:03.889913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:03.890018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:03.890052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:04.010722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:04.010883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:04.010926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:04.010955] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:04.014374] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-18T20:28:04.014695] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-18T20:28:04.014831] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:04.151170] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NTRSO.txt
[2025-12-18T20:28:04.151300] [INFO ] [sig       ] [2290/3568] Completed NTRSO in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:04.151339] [INFO ] [sig       ] [2291/3568] Forecasting NUKK...
[2025-12-18T20:28:04.151368] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-18T20:28:04.151405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-18T20:28:04.163140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-18T20:28:04.163417] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-18T20:28:04.164181] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-18T20:28:04.164231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:04.164263] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:04.164289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:04.164345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:04.220480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:04.221115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:04.221195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:04.221243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:04.339389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:04.339539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:04.339598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:04.339628] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:04.342888] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-18T20:28:04.343156] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-18T20:28:04.343284] [INFO ] [sig       ] NUKK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:04.482798] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NUKK.txt
[2025-12-18T20:28:04.482944] [INFO ] [sig       ] [2291/3568] Completed NUKK in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:04.482983] [INFO ] [sig       ] [2292/3568] Forecasting NUS...
[2025-12-18T20:28:04.483012] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-18T20:28:04.483049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-18T20:28:04.494672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-18T20:28:04.495059] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-18T20:28:04.495868] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-18T20:28:04.495923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:04.495955] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:04.495981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:04.496037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:04.554934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:04.555847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:04.555937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:04.555970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:04.676017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:04.676173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:04.676216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:04.676244] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:04.679565] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=56.08%)
[2025-12-18T20:28:04.679853] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-18T20:28:04.679978] [INFO ] [sig       ] NUS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:04.815454] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NUS.txt
[2025-12-18T20:28:04.815613] [INFO ] [sig       ] [2292/3568] Completed NUS in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:04.815662] [INFO ] [sig       ] [2293/3568] Forecasting NUTX...
[2025-12-18T20:28:04.815696] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-18T20:28:04.815725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-18T20:28:04.827208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-18T20:28:04.827534] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-18T20:28:04.828329] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-18T20:28:04.828380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:04.828411] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:04.828437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:04.828493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:04.884758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:04.885633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:04.885716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:04.885749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:05.000879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:05.001039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:05.001095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:05.001131] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:05.004393] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-18T20:28:05.004680] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-18T20:28:05.004800] [INFO ] [sig       ] NUTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:05.142032] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NUTX.txt
[2025-12-18T20:28:05.142162] [INFO ] [sig       ] [2293/3568] Completed NUTX in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:05.142200] [INFO ] [sig       ] [2294/3568] Forecasting NUVB...
[2025-12-18T20:28:05.142229] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-18T20:28:05.142259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-18T20:28:05.156759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-18T20:28:05.157094] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-18T20:28:05.157906] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-18T20:28:05.157986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:05.158018] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:05.158044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:05.158100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:05.213397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:05.214088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:05.214170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:05.214202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:05.337250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:05.337408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:05.337450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:05.337515] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:05.340954] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2025-12-18T20:28:05.341223] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-18T20:28:05.341348] [INFO ] [sig       ] NUVB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:05.479442] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NUVB.txt
[2025-12-18T20:28:05.479628] [INFO ] [sig       ] [2294/3568] Completed NUVB in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:05.479669] [INFO ] [sig       ] [2295/3568] Forecasting NUVL...
[2025-12-18T20:28:05.479699] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-18T20:28:05.479728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-18T20:28:05.491235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-18T20:28:05.491615] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-18T20:28:05.492368] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-18T20:28:05.492419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:05.492451] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:05.492478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:05.492535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:05.548970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:05.549866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:05.549948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:05.549979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:05.669056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:05.669213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:05.669253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:05.669282] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:05.672564] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-18T20:28:05.672857] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-18T20:28:05.672979] [INFO ] [sig       ] NUVL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:05.809457] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NUVL.txt
[2025-12-18T20:28:05.809637] [INFO ] [sig       ] [2295/3568] Completed NUVL in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:05.809678] [INFO ] [sig       ] [2296/3568] Forecasting NUWE...
[2025-12-18T20:28:05.809708] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-18T20:28:05.809738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-18T20:28:05.820807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-18T20:28:05.821179] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-18T20:28:05.821952] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-18T20:28:05.822009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:05.822040] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:05.822066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:05.822123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:05.877744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:05.878564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:05.878669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:05.878711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:06.006122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:06.006293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:06.006338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:06.006368] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:06.010106] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-18T20:28:06.010423] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-18T20:28:06.010569] [INFO ] [sig       ] NUWE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:06.155161] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NUWE.txt
[2025-12-18T20:28:06.155294] [INFO ] [sig       ] [2296/3568] Completed NUWE in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:06.155333] [INFO ] [sig       ] [2297/3568] Forecasting NVAX...
[2025-12-18T20:28:06.155362] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-18T20:28:06.155391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-18T20:28:06.168195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-18T20:28:06.168623] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-18T20:28:06.169547] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-18T20:28:06.169619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:06.169654] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:06.169690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:06.169771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:06.232558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:06.233442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:06.233532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:06.233565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:06.359770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:06.359941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:06.360034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:06.360065] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:06.363855] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-12-18T20:28:06.364206] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-18T20:28:06.364351] [INFO ] [sig       ] NVAX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:06.514492] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NVAX.txt
[2025-12-18T20:28:06.514657] [INFO ] [sig       ] [2297/3568] Completed NVAX in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:06.514702] [INFO ] [sig       ] [2298/3568] Forecasting NVD...
[2025-12-18T20:28:06.514732] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-18T20:28:06.514764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-18T20:28:06.527310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-18T20:28:06.527674] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-18T20:28:06.528509] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-18T20:28:06.528562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:06.528624] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:06.528653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:06.528723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:06.592385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:06.593250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:06.593335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:06.593370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:06.712009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:06.712169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:06.712212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:06.712242] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:06.715754] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-18T20:28:06.716090] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-18T20:28:06.716262] [INFO ] [sig       ] NVD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:06.862707] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVD.txt
[2025-12-18T20:28:06.862857] [INFO ] [sig       ] [2298/3568] Completed NVD in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:06.862906] [INFO ] [sig       ] [2299/3568] Forecasting NVDA...
[2025-12-18T20:28:06.862951] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-18T20:28:06.862999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-18T20:28:06.876309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-18T20:28:06.876746] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-18T20:28:06.877607] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-18T20:28:06.877663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:06.877695] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:06.877723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:06.877780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:06.936279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:06.937163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:06.937250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:06.937284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:07.061795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:07.061955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:07.061998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:07.062027] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:07.065438] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-18T20:28:07.065760] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-18T20:28:07.065888] [INFO ] [sig       ] NVDA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:07.209727] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVDA.txt
[2025-12-18T20:28:07.209870] [INFO ] [sig       ] [2299/3568] Completed NVDA in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:07.209916] [INFO ] [sig       ] [2300/3568] Forecasting NVDD...
[2025-12-18T20:28:07.209947] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-18T20:28:07.209978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-18T20:28:07.221462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-18T20:28:07.221786] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-18T20:28:07.222600] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-18T20:28:07.222674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:07.222708] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:07.222736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:07.222793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:07.281385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:07.282065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:07.282144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:07.282178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:07.402853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:07.403011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:07.403055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:07.403084] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:07.406508] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-12-18T20:28:07.406816] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-18T20:28:07.406947] [INFO ] [sig       ] NVDD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:07.543182] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVDD.txt
[2025-12-18T20:28:07.543313] [INFO ] [sig       ] [2300/3568] Completed NVDD in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-18T20:28:07.543352] [INFO ] [sig       ] [2301/3568] Forecasting NVDL...
[2025-12-18T20:28:07.543410] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-18T20:28:07.543440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-18T20:28:07.555235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-18T20:28:07.555552] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-18T20:28:07.556318] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-18T20:28:07.556368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:07.556400] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:07.556426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:07.556482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:07.613567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:07.614315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:07.614399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:07.614432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:07.735929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:07.736081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:07.736123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:07.736153] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:07.739718] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=39.54%)
[2025-12-18T20:28:07.740008] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-18T20:28:07.740139] [INFO ] [sig       ] NVDL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:07.877543] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVDL.txt
[2025-12-18T20:28:07.877688] [INFO ] [sig       ] [2301/3568] Completed NVDL in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-18T20:28:07.877726] [INFO ] [sig       ] [2302/3568] Forecasting NVDS...
[2025-12-18T20:28:07.877755] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-18T20:28:07.877785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-18T20:28:07.889061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-18T20:28:07.889458] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-18T20:28:07.890310] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-18T20:28:07.890363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:07.890396] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:07.890423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:07.890480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:07.952478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:07.953422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:07.953517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:07.953553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:08.073091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:08.073243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:08.073285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:08.073313] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:08.076677] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-18T20:28:08.076947] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-18T20:28:08.077068] [INFO ] [sig       ] NVDS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:08.214813] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVDS.txt
[2025-12-18T20:28:08.214959] [INFO ] [sig       ] [2302/3568] Completed NVDS in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-18T20:28:08.214998] [INFO ] [sig       ] [2303/3568] Forecasting NVEC...
[2025-12-18T20:28:08.215028] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-18T20:28:08.215057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-18T20:28:08.226686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-18T20:28:08.226986] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-18T20:28:08.227924] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-18T20:28:08.227977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:08.228014] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:08.228044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:08.228116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:08.287565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:08.288363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:08.288446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:08.288481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:08.403422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:08.403588] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:28:08.403633] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:08.403662] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:08.406927] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2025-12-18T20:28:08.407206] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-18T20:28:08.407326] [INFO ] [sig       ] NVEC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:08.546197] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVEC.txt
[2025-12-18T20:28:08.546341] [INFO ] [sig       ] [2303/3568] Completed NVEC in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-18T20:28:08.546380] [INFO ] [sig       ] [2304/3568] Forecasting NVG...
[2025-12-18T20:28:08.546411] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-18T20:28:08.546443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-18T20:28:08.558362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-18T20:28:08.558725] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-18T20:28:08.559632] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-18T20:28:08.559696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:08.559749] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:08.559784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:08.559884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:08.621213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:08.622103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:08.622188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:08.622221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:08.754813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:08.755001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:08.755051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:08.755086] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:08.758631] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-12-18T20:28:08.758928] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-18T20:28:08.759081] [INFO ] [sig       ] NVG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:08.895963] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVG.txt
[2025-12-18T20:28:08.896090] [INFO ] [sig       ] [2304/3568] Completed NVG in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-18T20:28:08.896128] [INFO ] [sig       ] [2305/3568] Forecasting NVGS...
[2025-12-18T20:28:08.896157] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-18T20:28:08.896187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-18T20:28:08.907563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-18T20:28:08.907871] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-18T20:28:08.908669] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-18T20:28:08.908720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:08.908751] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:08.908777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:08.908833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:08.964018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:08.964658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:08.964736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:08.964768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:09.085089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:09.085218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:09.085258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:09.085286] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:09.088532] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=49.60%)
[2025-12-18T20:28:09.088814] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-18T20:28:09.088935] [INFO ] [sig       ] NVGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:09.227478] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVGS.txt
[2025-12-18T20:28:09.227615] [INFO ] [sig       ] [2305/3568] Completed NVGS in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-18T20:28:09.227655] [INFO ] [sig       ] [2306/3568] Forecasting NVMI...
[2025-12-18T20:28:09.227692] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-18T20:28:09.227724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-18T20:28:09.239175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-18T20:28:09.239462] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-18T20:28:09.240218] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-18T20:28:09.240270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:09.240301] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:09.240327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:09.240384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:09.295837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:09.296546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:09.296640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:09.296673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:09.413796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:09.413933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:09.413973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:09.414003] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:09.417413] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-12-18T20:28:09.417718] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-18T20:28:09.417853] [INFO ] [sig       ] NVMI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:09.558403] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVMI.txt
[2025-12-18T20:28:09.558547] [INFO ] [sig       ] [2306/3568] Completed NVMI in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-18T20:28:09.558603] [INFO ] [sig       ] [2307/3568] Forecasting NVO...
[2025-12-18T20:28:09.558634] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-18T20:28:09.558664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-18T20:28:09.570358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-18T20:28:09.570684] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-18T20:28:09.571495] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-18T20:28:09.571555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:09.571606] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:09.571639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:09.571695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:09.629186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:09.630039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:09.630123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:09.630169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:09.746723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:09.746890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:09.746933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:09.746961] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:09.750242] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-18T20:28:09.750539] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-18T20:28:09.750682] [INFO ] [sig       ] NVO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:09.888477] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVO.txt
[2025-12-18T20:28:09.888616] [INFO ] [sig       ] [2307/3568] Completed NVO in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-18T20:28:09.888656] [INFO ] [sig       ] [2308/3568] Forecasting NVRI...
[2025-12-18T20:28:09.888684] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-18T20:28:09.888714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-18T20:28:09.900328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-18T20:28:09.900621] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-18T20:28:09.901364] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-18T20:28:09.901415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:09.901446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:09.901473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:09.901528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:09.957554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:09.958150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:09.958233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:09.958265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:10.076851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:10.076964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:10.077002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:10.077030] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:10.080225] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2025-12-18T20:28:10.080491] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-18T20:28:10.080627] [INFO ] [sig       ] NVRI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:10.217230] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NVRI.txt
[2025-12-18T20:28:10.217355] [INFO ] [sig       ] [2308/3568] Completed NVRI in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:10.217393] [INFO ] [sig       ] [2309/3568] Forecasting NVS...
[2025-12-18T20:28:10.217421] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-18T20:28:10.217450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-18T20:28:10.228747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-18T20:28:10.229036] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-18T20:28:10.229832] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-18T20:28:10.229882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:10.229913] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:10.229939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:10.229994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:10.288635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:10.289395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:10.289474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:10.289505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:10.409124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:10.409255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:10.409294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:10.409322] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:10.412538] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=59.23%)
[2025-12-18T20:28:10.412818] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-18T20:28:10.412941] [INFO ] [sig       ] NVS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:10.549682] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NVS.txt
[2025-12-18T20:28:10.549794] [INFO ] [sig       ] [2309/3568] Completed NVS in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:10.549831] [INFO ] [sig       ] [2310/3568] Forecasting NVTS...
[2025-12-18T20:28:10.549859] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-18T20:28:10.549888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-18T20:28:10.561113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-18T20:28:10.561394] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-18T20:28:10.562182] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-18T20:28:10.562233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:10.562263] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:10.562289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:10.562345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:10.618108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:10.618725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:10.618800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:10.618832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:10.729694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:10.729853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:10.729894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:10.729923] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:10.733224] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2025-12-18T20:28:10.733504] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-18T20:28:10.733647] [INFO ] [sig       ] NVTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:10.871014] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NVTS.txt
[2025-12-18T20:28:10.871149] [INFO ] [sig       ] [2310/3568] Completed NVTS in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:10.871195] [INFO ] [sig       ] [2311/3568] Forecasting NVX...
[2025-12-18T20:28:10.871224] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-18T20:28:10.871254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-18T20:28:10.882809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-18T20:28:10.883229] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-18T20:28:10.884037] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-18T20:28:10.884101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:10.884137] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:10.884164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:10.884219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:10.939887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:10.940780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:10.940867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:10.940899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:11.062948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:11.063132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:11.063184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:11.063213] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:11.066683] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-12-18T20:28:11.066980] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-18T20:28:11.067114] [INFO ] [sig       ] NVX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:11.204321] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NVX.txt
[2025-12-18T20:28:11.204447] [INFO ] [sig       ] [2311/3568] Completed NVX in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:11.204486] [INFO ] [sig       ] [2312/3568] Forecasting NWBI...
[2025-12-18T20:28:11.204514] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-18T20:28:11.204544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-18T20:28:11.215745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-18T20:28:11.216022] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-18T20:28:11.216785] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-18T20:28:11.216835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:11.216866] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:11.216893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:11.216948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:11.272551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:11.273166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:11.273242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:11.273274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:11.390100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:11.390249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:11.390290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:11.390318] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:11.393622] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-12-18T20:28:11.393889] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-18T20:28:11.394007] [INFO ] [sig       ] NWBI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:11.531590] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NWBI.txt
[2025-12-18T20:28:11.531743] [INFO ] [sig       ] [2312/3568] Completed NWBI in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:11.531782] [INFO ] [sig       ] [2313/3568] Forecasting NWE...
[2025-12-18T20:28:11.531811] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-18T20:28:11.531840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-18T20:28:11.543599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-18T20:28:11.543955] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-18T20:28:11.544732] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-18T20:28:11.544782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:11.544813] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:11.544839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:11.544895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:11.599950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:11.600813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:11.600896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:11.600928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:11.716385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:11.716539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:11.716595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:11.716626] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:11.719952] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=77.14%)
[2025-12-18T20:28:11.720225] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-18T20:28:11.720345] [INFO ] [sig       ] NWE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:11.860341] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NWE.txt
[2025-12-18T20:28:11.860504] [INFO ] [sig       ] [2313/3568] Completed NWE in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:11.860545] [INFO ] [sig       ] [2314/3568] Forecasting NWFL...
[2025-12-18T20:28:11.860590] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-18T20:28:11.860623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-18T20:28:11.871672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-18T20:28:11.871978] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-18T20:28:11.872768] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-18T20:28:11.872819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:11.872851] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:11.872877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:11.872934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:11.929036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:11.929850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:11.929929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:11.929961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:12.036101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:12.036236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:12.036275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:12.036303] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:12.039529] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-12-18T20:28:12.039817] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-18T20:28:12.039938] [INFO ] [sig       ] NWFL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:12.198388] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NWFL.txt
[2025-12-18T20:28:12.198556] [INFO ] [sig       ] [2314/3568] Completed NWFL in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:12.198622] [INFO ] [sig       ] [2315/3568] Forecasting NWG...
[2025-12-18T20:28:12.198653] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-18T20:28:12.198683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-18T20:28:12.210866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-18T20:28:12.211201] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-18T20:28:12.212044] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-18T20:28:12.212097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:12.212129] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:12.212156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:12.212211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:12.269163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:12.270091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:12.270195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:12.270235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:12.389570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:12.389741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:12.389786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:12.389815] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:12.393227] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-12-18T20:28:12.393496] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-18T20:28:12.393635] [INFO ] [sig       ] NWG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:12.534350] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NWG.txt
[2025-12-18T20:28:12.534507] [INFO ] [sig       ] [2315/3568] Completed NWG in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:12.534547] [INFO ] [sig       ] [2316/3568] Forecasting NWL...
[2025-12-18T20:28:12.534599] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-18T20:28:12.534632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-18T20:28:12.546317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-18T20:28:12.546716] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-18T20:28:12.547470] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-18T20:28:12.547521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:12.547552] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:12.547601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:12.547660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:12.603658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:12.604295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:12.604371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:12.604404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:12.734706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:12.734879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:12.734925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:12.734954] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:12.738422] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-18T20:28:12.738718] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-18T20:28:12.738867] [INFO ] [sig       ] NWL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:12.875511] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NWL.txt
[2025-12-18T20:28:12.875653] [INFO ] [sig       ] [2316/3568] Completed NWL in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:12.875693] [INFO ] [sig       ] [2317/3568] Forecasting NWPX...
[2025-12-18T20:28:12.875721] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-18T20:28:12.875750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-18T20:28:12.887002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-18T20:28:12.887330] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-18T20:28:12.888244] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-18T20:28:12.888295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:12.888325] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:12.888351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:12.888409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:12.943292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:12.944128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:12.944212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:12.944243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:13.064620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:13.064774] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:28:13.064813] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:13.064843] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:13.068118] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-18T20:28:13.068388] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-18T20:28:13.068509] [INFO ] [sig       ] NWPX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:13.204457] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NWPX.txt
[2025-12-18T20:28:13.204604] [INFO ] [sig       ] [2317/3568] Completed NWPX in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:13.204669] [INFO ] [sig       ] [2318/3568] Forecasting NWS...
[2025-12-18T20:28:13.204699] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-18T20:28:13.204728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-18T20:28:13.215657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-18T20:28:13.215958] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-18T20:28:13.216727] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-18T20:28:13.216777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:13.216809] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:13.216836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:13.216891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:13.272847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:13.273610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:13.273689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:13.273721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:13.395016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:13.395166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:13.395227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:13.395258] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:13.398737] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=48.00%)
[2025-12-18T20:28:13.399030] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-18T20:28:13.399170] [INFO ] [sig       ] NWS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:13.545108] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NWS.txt
[2025-12-18T20:28:13.545257] [INFO ] [sig       ] [2318/3568] Completed NWS in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-18T20:28:13.545297] [INFO ] [sig       ] [2319/3568] Forecasting NWSA...
[2025-12-18T20:28:13.545327] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-18T20:28:13.545356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-18T20:28:13.557367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-18T20:28:13.557675] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-18T20:28:13.558452] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-18T20:28:13.558502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:13.558534] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:13.558561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:13.558638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:13.619472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:13.620247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:13.620527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:13.620569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:13.740274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:13.740428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:13.740472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:13.740500] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:13.743816] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-12-18T20:28:13.744091] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-18T20:28:13.744215] [INFO ] [sig       ] NWSA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:13.882005] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NWSA.txt
[2025-12-18T20:28:13.882147] [INFO ] [sig       ] [2319/3568] Completed NWSA in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-18T20:28:13.882187] [INFO ] [sig       ] [2320/3568] Forecasting NX...
[2025-12-18T20:28:13.882216] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-18T20:28:13.882247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-18T20:28:13.893832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-18T20:28:13.894133] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-18T20:28:13.894904] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-18T20:28:13.894955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:13.894986] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:13.895013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:13.895070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:13.951261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:13.952140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:13.952255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:13.952288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:14.072668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:14.072820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:14.072860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:14.072888] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:14.076136] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-18T20:28:14.076405] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-18T20:28:14.076527] [INFO ] [sig       ] NX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:14.224976] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NX.txt
[2025-12-18T20:28:14.225190] [INFO ] [sig       ] [2320/3568] Completed NX in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-18T20:28:14.225252] [INFO ] [sig       ] [2321/3568] Forecasting NXC...
[2025-12-18T20:28:14.225290] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-18T20:28:14.225331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-18T20:28:14.239746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-18T20:28:14.240152] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-18T20:28:14.240964] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-18T20:28:14.241017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:14.241050] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:14.241102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:14.241161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:14.299225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:14.300127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:14.300206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:14.300239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:14.411178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:14.411338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:14.411380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:14.411411] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:14.415045] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=19.29%)
[2025-12-18T20:28:14.415314] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-18T20:28:14.415434] [INFO ] [sig       ] NXC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:14.559053] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NXC.txt
[2025-12-18T20:28:14.559208] [INFO ] [sig       ] [2321/3568] Completed NXC in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-18T20:28:14.559247] [INFO ] [sig       ] [2322/3568] Forecasting NXE...
[2025-12-18T20:28:14.559276] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-18T20:28:14.559305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-18T20:28:14.571372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-18T20:28:14.571836] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-18T20:28:14.572604] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-18T20:28:14.572655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:14.572685] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:14.572734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:14.572792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:14.628804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:14.629638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:14.629718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:14.629749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:14.749993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:14.750146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:14.750188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:14.750216] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:14.753484] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-12-18T20:28:14.753769] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-18T20:28:14.753890] [INFO ] [sig       ] NXE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:14.891168] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NXE.txt
[2025-12-18T20:28:14.891317] [INFO ] [sig       ] [2322/3568] Completed NXE in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-18T20:28:14.891359] [INFO ] [sig       ] [2323/3568] Forecasting NXG...
[2025-12-18T20:28:14.891389] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-18T20:28:14.891419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-18T20:28:14.902540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-18T20:28:14.902839] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-18T20:28:14.903606] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-18T20:28:14.903656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:14.903687] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:14.903714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:14.903770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:14.959211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:14.959880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:14.959956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:14.959988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:15.078328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:15.078492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:15.078539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:15.078583] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:15.081992] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-18T20:28:15.082270] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-18T20:28:15.082390] [INFO ] [sig       ] NXG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:15.219643] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/NXG.txt
[2025-12-18T20:28:15.219784] [INFO ] [sig       ] [2323/3568] Completed NXG in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-18T20:28:15.219823] [INFO ] [sig       ] [2324/3568] Forecasting NXGL...
[2025-12-18T20:28:15.219851] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-18T20:28:15.219881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-18T20:28:15.231496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-18T20:28:15.231893] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-18T20:28:15.232768] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-18T20:28:15.232821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:15.232852] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:15.232878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:15.232936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:15.290397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:15.291271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:15.291367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:15.291412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:15.419342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:15.419498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:15.419540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:15.419584] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:15.423096] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-18T20:28:15.423599] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-18T20:28:15.423724] [INFO ] [sig       ] NXGL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:15.561610] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NXGL.txt
[2025-12-18T20:28:15.561734] [INFO ] [sig       ] [2324/3568] Completed NXGL in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-18T20:28:15.561773] [INFO ] [sig       ] [2325/3568] Forecasting NXP...
[2025-12-18T20:28:15.561802] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-18T20:28:15.561832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-18T20:28:15.573153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-18T20:28:15.573437] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-18T20:28:15.574201] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-18T20:28:15.574252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:15.574284] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:15.574311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:15.574367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:15.631817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:15.632665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:15.632745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:15.632777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:15.754794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:15.754964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:15.755006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:15.755034] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:15.758427] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-12-18T20:28:15.758712] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-18T20:28:15.758833] [INFO ] [sig       ] NXP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:15.897194] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NXP.txt
[2025-12-18T20:28:15.897315] [INFO ] [sig       ] [2325/3568] Completed NXP in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:15.897351] [INFO ] [sig       ] [2326/3568] Forecasting NXPI...
[2025-12-18T20:28:15.897380] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-18T20:28:15.897424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-18T20:28:15.910712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-18T20:28:15.911135] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-18T20:28:15.911989] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-18T20:28:15.912040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:15.912073] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:15.912110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:15.912185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:15.974107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:15.974991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:15.975076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:15.975109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:16.100289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:16.100455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:16.100496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:16.100524] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:16.104032] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-12-18T20:28:16.104313] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-18T20:28:16.104441] [INFO ] [sig       ] NXPI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:16.244876] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NXPI.txt
[2025-12-18T20:28:16.245038] [INFO ] [sig       ] [2326/3568] Completed NXPI in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:16.245077] [INFO ] [sig       ] [2327/3568] Forecasting NYXH...
[2025-12-18T20:28:16.245105] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-18T20:28:16.245137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-18T20:28:16.256051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-18T20:28:16.256376] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-18T20:28:16.257143] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-18T20:28:16.257195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:16.257226] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:16.257252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:16.257308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:16.313847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:16.314662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:16.314744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:16.314775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:16.429786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:16.429949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:16.429991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:16.430019] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:16.433541] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-18T20:28:16.433896] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-18T20:28:16.434035] [INFO ] [sig       ] NYXH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:16.576852] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NYXH.txt
[2025-12-18T20:28:16.577009] [INFO ] [sig       ] [2327/3568] Completed NYXH in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:16.577048] [INFO ] [sig       ] [2328/3568] Forecasting NZF...
[2025-12-18T20:28:16.577079] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-18T20:28:16.577109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-18T20:28:16.589673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-18T20:28:16.590104] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-18T20:28:16.591335] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-18T20:28:16.591400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:16.591446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:16.591488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:16.591590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:16.650829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:16.651743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:16.651827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:16.651859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:16.770789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:16.770940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:16.770984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:16.771013] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:16.774357] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-18T20:28:16.774672] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-18T20:28:16.774800] [INFO ] [sig       ] NZF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:16.912750] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/NZF.txt
[2025-12-18T20:28:16.912904] [INFO ] [sig       ] [2328/3568] Completed NZF in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:16.912943] [INFO ] [sig       ] [2329/3568] Forecasting OABI...
[2025-12-18T20:28:16.912972] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-18T20:28:16.913002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-18T20:28:16.924807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-18T20:28:16.925112] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-18T20:28:16.925882] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-18T20:28:16.925932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:16.925963] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:16.925989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:16.926045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:16.981956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:16.982802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:16.982884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:16.982917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:17.106019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:17.106185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:17.106232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:17.106261] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:17.109756] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=77.23%)
[2025-12-18T20:28:17.110057] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-18T20:28:17.110189] [INFO ] [sig       ] OABI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:17.254300] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OABI.txt
[2025-12-18T20:28:17.254437] [INFO ] [sig       ] [2329/3568] Completed OABI in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:17.254476] [INFO ] [sig       ] [2330/3568] Forecasting OBDC...
[2025-12-18T20:28:17.254505] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-18T20:28:17.254535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-18T20:28:17.266077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-18T20:28:17.266359] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-18T20:28:17.267130] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-18T20:28:17.267181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:17.267212] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:17.267238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:17.267293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:17.323556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:17.324409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:17.324491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:17.324523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:17.441160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:17.441312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:17.441352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:17.441380] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:17.444689] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-18T20:28:17.444958] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-18T20:28:17.445079] [INFO ] [sig       ] OBDC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:17.585285] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OBDC.txt
[2025-12-18T20:28:17.585439] [INFO ] [sig       ] [2330/3568] Completed OBDC in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:17.585477] [INFO ] [sig       ] [2331/3568] Forecasting OBIL...
[2025-12-18T20:28:17.585507] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-18T20:28:17.585537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-18T20:28:17.597052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-18T20:28:17.597414] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-18T20:28:17.598182] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-18T20:28:17.598234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:17.598263] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:17.598289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:17.598345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:17.653755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:17.654529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:17.654625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:17.654658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:17.760038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:17.760188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:17.760229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:17.760258] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:17.763763] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-12-18T20:28:17.764033] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-18T20:28:17.764153] [INFO ] [sig       ] OBIL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:17.903776] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OBIL.txt
[2025-12-18T20:28:17.903901] [INFO ] [sig       ] [2331/3568] Completed OBIL in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:17.903939] [INFO ] [sig       ] [2332/3568] Forecasting OBIO...
[2025-12-18T20:28:17.903967] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-18T20:28:17.903997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-18T20:28:17.915734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-18T20:28:17.916051] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-18T20:28:17.916824] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-18T20:28:17.916874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:17.916905] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:17.916931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:17.916988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:17.974371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:17.975190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:17.975285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:17.975324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:18.089662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:18.089816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:18.089859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:18.089887] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:18.093236] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-12-18T20:28:18.093510] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-18T20:28:18.093657] [INFO ] [sig       ] OBIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:18.243654] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OBIO.txt
[2025-12-18T20:28:18.243808] [INFO ] [sig       ] [2332/3568] Completed OBIO in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:18.243849] [INFO ] [sig       ] [2333/3568] Forecasting OBK...
[2025-12-18T20:28:18.243878] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-18T20:28:18.243911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-18T20:28:18.255446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-18T20:28:18.255804] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-18T20:28:18.256551] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-18T20:28:18.256624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:18.256656] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:18.256683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:18.256751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:18.314663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:18.315532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:18.315633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:18.315667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:18.432603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:18.432756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:18.432798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:18.432827] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:18.436181] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=34.32%)
[2025-12-18T20:28:18.436463] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-18T20:28:18.436605] [INFO ] [sig       ] OBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:18.579961] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OBK.txt
[2025-12-18T20:28:18.580113] [INFO ] [sig       ] [2333/3568] Completed OBK in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:18.580152] [INFO ] [sig       ] [2334/3568] Forecasting OC...
[2025-12-18T20:28:18.580182] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-18T20:28:18.580212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-18T20:28:18.592508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-18T20:28:18.592881] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-18T20:28:18.593652] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-18T20:28:18.593703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:18.593734] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:18.593760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:18.593815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:18.650754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:18.651604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:18.651687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:18.651719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:18.775112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:18.775264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:18.775307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:18.775336] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:18.778722] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-12-18T20:28:18.779168] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-18T20:28:18.779691] [INFO ] [sig       ] OC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:18.918200] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OC.txt
[2025-12-18T20:28:18.918360] [INFO ] [sig       ] [2334/3568] Completed OC in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:18.918431] [INFO ] [sig       ] [2335/3568] Forecasting OCCI...
[2025-12-18T20:28:18.918463] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-18T20:28:18.918492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-18T20:28:18.930846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-18T20:28:18.931238] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-18T20:28:18.932109] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-18T20:28:18.932174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:18.932208] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:18.932235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:18.932292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:18.989094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:18.989945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:18.990027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:18.990058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:19.107631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:19.107790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:19.107832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:19.107860] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:19.111273] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=28.08%)
[2025-12-18T20:28:19.111590] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-18T20:28:19.111718] [INFO ] [sig       ] OCCI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:19.251555] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OCCI.txt
[2025-12-18T20:28:19.251716] [INFO ] [sig       ] [2335/3568] Completed OCCI in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:19.251755] [INFO ] [sig       ] [2336/3568] Forecasting OCFC...
[2025-12-18T20:28:19.251785] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-18T20:28:19.251814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-18T20:28:19.263439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-18T20:28:19.263785] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-18T20:28:19.264551] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-18T20:28:19.264632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:19.264669] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:19.264697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:19.264756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:19.321001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:19.321789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:19.321868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:19.321900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:19.444254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:19.444414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:19.444454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:19.444482] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:19.447822] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-12-18T20:28:19.448094] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-18T20:28:19.448216] [INFO ] [sig       ] OCFC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:19.590839] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OCFC.txt
[2025-12-18T20:28:19.591002] [INFO ] [sig       ] [2336/3568] Completed OCFC in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-18T20:28:19.591045] [INFO ] [sig       ] [2337/3568] Forecasting OCGN...
[2025-12-18T20:28:19.591085] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-18T20:28:19.591119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-18T20:28:19.603430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-18T20:28:19.603829] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-18T20:28:19.604715] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-18T20:28:19.604775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:19.604808] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:19.604837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:19.604894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:19.663118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:19.663958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:19.664041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:19.664074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:19.785601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:19.785756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:19.785800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:19.785828] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:19.789124] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-12-18T20:28:19.789394] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-18T20:28:19.789519] [INFO ] [sig       ] OCGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:19.925640] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OCGN.txt
[2025-12-18T20:28:19.925796] [INFO ] [sig       ] [2337/3568] Completed OCGN in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-18T20:28:19.925836] [INFO ] [sig       ] [2338/3568] Forecasting OCSL...
[2025-12-18T20:28:19.925864] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-18T20:28:19.925895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-18T20:28:19.937719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-18T20:28:19.938093] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-18T20:28:19.938898] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-18T20:28:19.938950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:19.938982] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:19.939068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:19.939128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:19.996184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:19.997088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:19.997176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:19.997221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:20.120977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:20.121133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:20.121178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:20.121208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:20.125079] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-18T20:28:20.125389] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-18T20:28:20.125551] [INFO ] [sig       ] OCSL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:20.267205] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OCSL.txt
[2025-12-18T20:28:20.267358] [INFO ] [sig       ] [2338/3568] Completed OCSL in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-18T20:28:20.267398] [INFO ] [sig       ] [2339/3568] Forecasting OCUL...
[2025-12-18T20:28:20.267428] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-18T20:28:20.267458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-18T20:28:20.279507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-18T20:28:20.279846] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-18T20:28:20.280627] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-18T20:28:20.280679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:20.280711] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:20.280738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:20.280795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:20.336620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:20.337299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:20.337378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:20.337411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:20.458480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:20.458647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:20.458688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:20.458716] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:20.462043] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-18T20:28:20.462323] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-18T20:28:20.462447] [INFO ] [sig       ] OCUL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:20.599099] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OCUL.txt
[2025-12-18T20:28:20.599240] [INFO ] [sig       ] [2339/3568] Completed OCUL in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-18T20:28:20.599279] [INFO ] [sig       ] [2340/3568] Forecasting ODC...
[2025-12-18T20:28:20.599309] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-18T20:28:20.599338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-18T20:28:20.610450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-18T20:28:20.610780] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-18T20:28:20.611522] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-18T20:28:20.611591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:20.611625] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:20.611652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:20.611709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:20.666735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:20.667367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:20.667444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:20.667475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:20.786520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:20.786696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:20.786746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:20.786784] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:20.790167] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-18T20:28:20.790463] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-18T20:28:20.790605] [INFO ] [sig       ] ODC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:20.930306] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ODC.txt
[2025-12-18T20:28:20.930453] [INFO ] [sig       ] [2340/3568] Completed ODC in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-18T20:28:20.930493] [INFO ] [sig       ] [2341/3568] Forecasting ODD...
[2025-12-18T20:28:20.930524] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-18T20:28:20.930554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-18T20:28:20.942607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-18T20:28:20.942968] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-18T20:28:20.943773] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-18T20:28:20.943824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:20.943855] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:20.943882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:20.943938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:21.000998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:21.001778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:21.001859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:21.001892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:21.120400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:21.120562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:21.120625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:21.120654] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:21.124152] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-12-18T20:28:21.124433] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-18T20:28:21.124559] [INFO ] [sig       ] ODD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:21.263601] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ODD.txt
[2025-12-18T20:28:21.263753] [INFO ] [sig       ] [2341/3568] Completed ODD in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-18T20:28:21.263791] [INFO ] [sig       ] [2342/3568] Forecasting ODFL...
[2025-12-18T20:28:21.263820] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-18T20:28:21.263850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-18T20:28:21.275368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-18T20:28:21.275682] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-18T20:28:21.276463] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-18T20:28:21.276514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:21.276547] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:21.276596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:21.276657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:21.334507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:21.335258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:21.335338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:21.335371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:21.458941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:21.459148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:21.459226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:21.459265] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:21.462838] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-18T20:28:21.463121] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-18T20:28:21.463251] [INFO ] [sig       ] ODFL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:21.604353] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ODFL.txt
[2025-12-18T20:28:21.604482] [INFO ] [sig       ] [2342/3568] Completed ODFL in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-18T20:28:21.604521] [INFO ] [sig       ] [2343/3568] Forecasting OEC...
[2025-12-18T20:28:21.604549] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-18T20:28:21.604596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-18T20:28:21.616734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-18T20:28:21.617046] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-18T20:28:21.617819] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-18T20:28:21.617869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:21.617899] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:21.617925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:21.617980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:21.674283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:21.674996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:21.675074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:21.675105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:21.808548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:21.808729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:21.808773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:21.808803] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:21.812659] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-12-18T20:28:21.813021] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-18T20:28:21.813215] [INFO ] [sig       ] OEC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:21.954983] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OEC.txt
[2025-12-18T20:28:21.955117] [INFO ] [sig       ] [2343/3568] Completed OEC in 0.4s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:21.955156] [INFO ] [sig       ] [2344/3568] Forecasting OESX...
[2025-12-18T20:28:21.955185] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-18T20:28:21.955214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-18T20:28:21.966060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-18T20:28:21.966332] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-18T20:28:21.967133] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-18T20:28:21.967184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:21.967215] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:21.967241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:21.967296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:22.023934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:22.024587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:22.024666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:22.024698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:22.140121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:22.140242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:22.140280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:22.140307] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:22.143489] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-18T20:28:22.143791] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-18T20:28:22.143932] [INFO ] [sig       ] OESX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:22.281696] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OESX.txt
[2025-12-18T20:28:22.281824] [INFO ] [sig       ] [2344/3568] Completed OESX in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:22.281863] [INFO ] [sig       ] [2345/3568] Forecasting OFG...
[2025-12-18T20:28:22.281892] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-18T20:28:22.281923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-18T20:28:22.292906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-18T20:28:22.293190] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-18T20:28:22.293955] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-18T20:28:22.294005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:22.294036] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:22.294062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:22.294118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:22.350926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:22.351630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:22.351731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:22.351765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:22.467098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:22.467237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:22.467276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:22.467304] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:22.470598] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=64.60%)
[2025-12-18T20:28:22.470865] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-18T20:28:22.470985] [INFO ] [sig       ] OFG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:22.607278] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OFG.txt
[2025-12-18T20:28:22.607405] [INFO ] [sig       ] [2345/3568] Completed OFG in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:22.607442] [INFO ] [sig       ] [2346/3568] Forecasting OFIX...
[2025-12-18T20:28:22.607470] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-18T20:28:22.607500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-18T20:28:22.619424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-18T20:28:22.619777] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-18T20:28:22.620522] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-18T20:28:22.620594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:22.620643] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:22.620670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:22.620724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:22.675844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:22.676674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:22.676757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:22.676789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:22.795361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:22.795513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:22.795554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:22.795602] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:22.798888] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-12-18T20:28:22.799177] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-18T20:28:22.799299] [INFO ] [sig       ] OFIX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:22.935620] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OFIX.txt
[2025-12-18T20:28:22.935749] [INFO ] [sig       ] [2346/3568] Completed OFIX in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:22.935787] [INFO ] [sig       ] [2347/3568] Forecasting OFLX...
[2025-12-18T20:28:22.935814] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-18T20:28:22.935844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-18T20:28:22.947871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-18T20:28:22.948275] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-18T20:28:22.949286] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-18T20:28:22.949346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:22.949384] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:22.949417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:22.949488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:23.006488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:23.007220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:23.007299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:23.007330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:23.124915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:23.125072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:23.125114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:23.125143] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:23.128436] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-12-18T20:28:23.128734] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-18T20:28:23.128860] [INFO ] [sig       ] OFLX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:23.266031] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OFLX.txt
[2025-12-18T20:28:23.266174] [INFO ] [sig       ] [2347/3568] Completed OFLX in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:23.266213] [INFO ] [sig       ] [2348/3568] Forecasting OFS...
[2025-12-18T20:28:23.266244] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-18T20:28:23.266275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-18T20:28:23.277315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-18T20:28:23.277615] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-18T20:28:23.278406] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-18T20:28:23.278468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:23.278504] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:23.278531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:23.278606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:23.334000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:23.334767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:23.334877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:23.334910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:23.451506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:23.451652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:23.451692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:23.451720] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:23.454965] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-12-18T20:28:23.455235] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-18T20:28:23.455356] [INFO ] [sig       ] OFS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:23.594187] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OFS.txt
[2025-12-18T20:28:23.594331] [INFO ] [sig       ] [2348/3568] Completed OFS in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:23.594369] [INFO ] [sig       ] [2349/3568] Forecasting OGE...
[2025-12-18T20:28:23.594400] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-18T20:28:23.594429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-18T20:28:23.606110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-18T20:28:23.606400] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-18T20:28:23.607159] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-18T20:28:23.607209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:23.607240] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:23.607266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:23.607322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:23.664120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:23.664750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:23.664825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:23.664857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:23.783226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:23.783379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:23.783421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:23.783449] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:23.786792] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-12-18T20:28:23.787059] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-18T20:28:23.787179] [INFO ] [sig       ] OGE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:23.926117] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OGE.txt
[2025-12-18T20:28:23.926253] [INFO ] [sig       ] [2349/3568] Completed OGE in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:23.926291] [INFO ] [sig       ] [2350/3568] Forecasting OGI...
[2025-12-18T20:28:23.926330] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-18T20:28:23.926368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-18T20:28:23.937994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-18T20:28:23.938311] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-18T20:28:23.939118] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-18T20:28:23.939168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:23.939199] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:23.939226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:23.939281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:23.995331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:23.996102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:23.996185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:23.996217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:24.121162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:24.121352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:24.121404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:24.121439] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:24.125881] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: UP (p=58.32%)
[2025-12-18T20:28:24.126370] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-18T20:28:24.126594] [INFO ] [sig       ] OGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:24.269907] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OGI.txt
[2025-12-18T20:28:24.270053] [INFO ] [sig       ] [2350/3568] Completed OGI in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:24.270093] [INFO ] [sig       ] [2351/3568] Forecasting OGN...
[2025-12-18T20:28:24.270122] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-18T20:28:24.270151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-18T20:28:24.281607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-18T20:28:24.281915] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-18T20:28:24.282694] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-18T20:28:24.282744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:24.282776] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:24.282802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:24.282858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:24.340830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:24.341489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:24.341567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:24.341618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:24.462183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:24.462326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:24.462366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:24.462394] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:24.465674] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-12-18T20:28:24.465938] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-18T20:28:24.466056] [INFO ] [sig       ] OGN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:24.609163] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OGN.txt
[2025-12-18T20:28:24.609320] [INFO ] [sig       ] [2351/3568] Completed OGN in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:24.609366] [INFO ] [sig       ] [2352/3568] Forecasting OHI...
[2025-12-18T20:28:24.609400] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-18T20:28:24.609437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-18T20:28:24.621184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-18T20:28:24.621491] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-18T20:28:24.622262] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-18T20:28:24.622313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:24.622344] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:24.622370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:24.622431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:24.678965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:24.679635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:24.679712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:24.679743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:24.793470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:24.793631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:24.793673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:24.793700] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:24.797002] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=67.32%)
[2025-12-18T20:28:24.797343] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-18T20:28:24.797503] [INFO ] [sig       ] OHI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:24.941616] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OHI.txt
[2025-12-18T20:28:24.941773] [INFO ] [sig       ] [2352/3568] Completed OHI in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:24.941814] [INFO ] [sig       ] [2353/3568] Forecasting OI...
[2025-12-18T20:28:24.941843] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-18T20:28:24.941874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-18T20:28:24.954845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-18T20:28:24.955203] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-18T20:28:24.956056] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-18T20:28:24.956108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:24.956139] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:24.956165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:24.956222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:25.015990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:25.016855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:25.016959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:25.016998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:25.143201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:25.143374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:25.143419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:25.143464] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:25.146964] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=32.29%)
[2025-12-18T20:28:25.147255] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-18T20:28:25.147383] [INFO ] [sig       ] OI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:25.288913] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OI.txt
[2025-12-18T20:28:25.289077] [INFO ] [sig       ] [2353/3568] Completed OI in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:25.289118] [INFO ] [sig       ] [2354/3568] Forecasting OIA...
[2025-12-18T20:28:25.289147] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-18T20:28:25.289177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-18T20:28:25.300445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-18T20:28:25.300816] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-18T20:28:25.301620] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-18T20:28:25.301671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:25.301704] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:25.301730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:25.301786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:25.359360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:25.360335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:25.360428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:25.360461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:25.480146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:25.480315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:25.480370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:25.480409] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:25.483920] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-18T20:28:25.484196] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-18T20:28:25.484323] [INFO ] [sig       ] OIA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:25.624376] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OIA.txt
[2025-12-18T20:28:25.624516] [INFO ] [sig       ] [2354/3568] Completed OIA in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-18T20:28:25.624554] [INFO ] [sig       ] [2355/3568] Forecasting OII...
[2025-12-18T20:28:25.624602] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-18T20:28:25.624635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-18T20:28:25.636208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-18T20:28:25.636530] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-18T20:28:25.637310] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-18T20:28:25.637362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:25.637421] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:25.637452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:25.637511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:25.696516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:25.697329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:25.697410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:25.697463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:25.815894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:25.816046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:25.816099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:25.816127] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:25.819541] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-18T20:28:25.819832] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-18T20:28:25.819958] [INFO ] [sig       ] OII: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:25.958614] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OII.txt
[2025-12-18T20:28:25.958761] [INFO ] [sig       ] [2355/3568] Completed OII in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-18T20:28:25.958799] [INFO ] [sig       ] [2356/3568] Forecasting OIS...
[2025-12-18T20:28:25.958829] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-18T20:28:25.958859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-18T20:28:25.970312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-18T20:28:25.970648] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-18T20:28:25.971412] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-18T20:28:25.971464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:25.971495] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:25.971521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:25.971602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:26.029163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:26.030022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:26.030107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:26.030141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:26.151358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:26.151506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:26.151547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:26.151593] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:26.154944] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-18T20:28:26.155216] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-18T20:28:26.155338] [INFO ] [sig       ] OIS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:26.294816] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OIS.txt
[2025-12-18T20:28:26.294948] [INFO ] [sig       ] [2356/3568] Completed OIS in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-18T20:28:26.294986] [INFO ] [sig       ] [2357/3568] Forecasting OKE...
[2025-12-18T20:28:26.295016] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-18T20:28:26.295045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-18T20:28:26.306914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-18T20:28:26.307223] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-18T20:28:26.308003] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-18T20:28:26.308053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:26.308084] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:26.308109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:26.308175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:26.366587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:26.367469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:26.367559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:26.367612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:26.490200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:26.490354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:26.490397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:26.490427] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:26.493908] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-12-18T20:28:26.494189] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-18T20:28:26.494324] [INFO ] [sig       ] OKE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:26.699365] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OKE.txt
[2025-12-18T20:28:26.699517] [INFO ] [sig       ] [2357/3568] Completed OKE in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-18T20:28:26.699557] [INFO ] [sig       ] [2358/3568] Forecasting OKTA...
[2025-12-18T20:28:26.699609] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-18T20:28:26.699641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-18T20:28:26.711045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-18T20:28:26.711450] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-18T20:28:26.712348] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-18T20:28:26.712406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:26.712446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:26.712478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:26.712545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:26.770165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:26.771055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:26.771144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:26.771176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:26.892624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:26.892777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:26.892819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:26.892884] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:26.896193] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-18T20:28:26.896496] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-18T20:28:26.896647] [INFO ] [sig       ] OKTA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:27.035964] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OKTA.txt
[2025-12-18T20:28:27.036119] [INFO ] [sig       ] [2358/3568] Completed OKTA in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-18T20:28:27.036160] [INFO ] [sig       ] [2359/3568] Forecasting OKYO...
[2025-12-18T20:28:27.036191] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-18T20:28:27.036222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-18T20:28:27.047456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-18T20:28:27.047846] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-18T20:28:27.048615] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-18T20:28:27.048680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:27.048713] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:27.048740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:27.048796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:27.105543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:27.106436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:27.106519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:27.106553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:27.225927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:27.226080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:27.226122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:27.226152] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:27.229669] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-12-18T20:28:27.229955] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-18T20:28:27.230091] [INFO ] [sig       ] OKYO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:27.368673] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OKYO.txt
[2025-12-18T20:28:27.368816] [INFO ] [sig       ] [2359/3568] Completed OKYO in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-18T20:28:27.368856] [INFO ] [sig       ] [2360/3568] Forecasting OLED...
[2025-12-18T20:28:27.368885] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-18T20:28:27.368915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-18T20:28:27.380466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-18T20:28:27.380822] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-18T20:28:27.381601] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-18T20:28:27.381652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:27.381684] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:27.381711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:27.381768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:27.438002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:27.438788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:27.438868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:27.438901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:27.562403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:27.562559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:27.562622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:27.562653] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:27.566162] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-18T20:28:27.566459] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-18T20:28:27.566612] [INFO ] [sig       ] OLED: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:27.709147] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OLED.txt
[2025-12-18T20:28:27.709298] [INFO ] [sig       ] [2360/3568] Completed OLED in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:27.709342] [INFO ] [sig       ] [2361/3568] Forecasting OLLI...
[2025-12-18T20:28:27.709386] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-18T20:28:27.709432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-18T20:28:27.721439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-18T20:28:27.721819] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-18T20:28:27.722635] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-18T20:28:27.722686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:27.722718] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:27.722744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:27.722800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:27.778114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:27.778931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:27.779044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:27.779081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:27.899883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:27.900036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:27.900081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:27.900111] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:27.903830] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-18T20:28:27.904123] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-18T20:28:27.904255] [INFO ] [sig       ] OLLI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:28.051146] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OLLI.txt
[2025-12-18T20:28:28.051317] [INFO ] [sig       ] [2361/3568] Completed OLLI in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:28.051371] [INFO ] [sig       ] [2362/3568] Forecasting OLMA...
[2025-12-18T20:28:28.051413] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-18T20:28:28.051457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-18T20:28:28.063441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-18T20:28:28.063815] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-18T20:28:28.064627] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-18T20:28:28.064681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:28.064713] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:28.064740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:28.064799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:28.125021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:28.125966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:28.126077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:28.126123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:28.261670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:28.261829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:28.261871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:28.261901] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:28.265335] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2025-12-18T20:28:28.265652] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-18T20:28:28.265787] [INFO ] [sig       ] OLMA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:28.413291] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OLMA.txt
[2025-12-18T20:28:28.413457] [INFO ] [sig       ] [2362/3568] Completed OLMA in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:28.413500] [INFO ] [sig       ] [2363/3568] Forecasting OLN...
[2025-12-18T20:28:28.413531] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-18T20:28:28.413563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-18T20:28:28.426048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-18T20:28:28.426437] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-18T20:28:28.427260] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-18T20:28:28.427314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:28.427346] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:28.427374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:28.427432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:28.487205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:28.488229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:28.488340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:28.488376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:28.611685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:28.611845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:28.611888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:28.611918] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:28.615481] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=66.69%)
[2025-12-18T20:28:28.615798] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-18T20:28:28.615929] [INFO ] [sig       ] OLN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:28.764877] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OLN.txt
[2025-12-18T20:28:28.765038] [INFO ] [sig       ] [2363/3568] Completed OLN in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:28.765096] [INFO ] [sig       ] [2364/3568] Forecasting OLP...
[2025-12-18T20:28:28.765129] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-18T20:28:28.765175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-18T20:28:28.777213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-18T20:28:28.777560] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-18T20:28:28.778359] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-18T20:28:28.778410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:28.778442] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:28.778470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:28.778527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:28.837333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:28.838145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:28.838229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:28.838263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:28.960992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:28.961160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:28.961210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:28.961255] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:28.964864] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=50.17%)
[2025-12-18T20:28:28.965170] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-18T20:28:28.965302] [INFO ] [sig       ] OLP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:29.110770] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OLP.txt
[2025-12-18T20:28:29.110913] [INFO ] [sig       ] [2364/3568] Completed OLP in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:29.110953] [INFO ] [sig       ] [2365/3568] Forecasting OLPX...
[2025-12-18T20:28:29.110984] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-18T20:28:29.111015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-18T20:28:29.123389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-18T20:28:29.123749] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-18T20:28:29.124603] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-18T20:28:29.124658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:29.124691] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:29.124719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:29.124777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:29.183667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:29.184465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:29.184626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:29.184671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:29.315402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:29.315555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:29.315617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:29.315650] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:29.319745] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-12-18T20:28:29.320051] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-18T20:28:29.320183] [INFO ] [sig       ] OLPX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:29.465198] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OLPX.txt
[2025-12-18T20:28:29.465340] [INFO ] [sig       ] [2365/3568] Completed OLPX in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:29.465381] [INFO ] [sig       ] [2366/3568] Forecasting OM...
[2025-12-18T20:28:29.465411] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-18T20:28:29.465442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-18T20:28:29.478430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-18T20:28:29.478807] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-18T20:28:29.479646] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-18T20:28:29.479699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:29.479730] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:29.479757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:29.479815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:29.538904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:29.539774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:29.539858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:29.539890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:29.663703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:29.663861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:29.663923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:29.663963] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:29.667329] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2025-12-18T20:28:29.667623] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-18T20:28:29.667750] [INFO ] [sig       ] OM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:29.812390] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OM.txt
[2025-12-18T20:28:29.812550] [INFO ] [sig       ] [2366/3568] Completed OM in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:29.812610] [INFO ] [sig       ] [2367/3568] Forecasting OMAB...
[2025-12-18T20:28:29.812641] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-18T20:28:29.812672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-18T20:28:29.824378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-18T20:28:29.824741] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-18T20:28:29.825525] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-18T20:28:29.825598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:29.825632] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:29.825660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:29.825717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:29.884393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:29.885151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:29.885234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:29.885268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:30.009451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:30.009659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:30.009722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:30.009764] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:30.013439] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-18T20:28:30.013742] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-18T20:28:30.013874] [INFO ] [sig       ] OMAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:30.157195] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OMAB.txt
[2025-12-18T20:28:30.157330] [INFO ] [sig       ] [2367/3568] Completed OMAB in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:30.157368] [INFO ] [sig       ] [2368/3568] Forecasting OMC...
[2025-12-18T20:28:30.157398] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-18T20:28:30.157428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-18T20:28:30.169272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-18T20:28:30.169626] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-18T20:28:30.170397] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-18T20:28:30.170449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:30.170482] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:30.170510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:30.170567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:30.228954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:30.229733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:30.229814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:30.229848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:30.355769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:30.355923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:30.355968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:30.356008] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:30.359737] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-12-18T20:28:30.360060] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-18T20:28:30.360195] [INFO ] [sig       ] OMC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:30.504814] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OMC.txt
[2025-12-18T20:28:30.505003] [INFO ] [sig       ] [2368/3568] Completed OMC in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:30.505046] [INFO ] [sig       ] [2369/3568] Forecasting OMCL...
[2025-12-18T20:28:30.505077] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-18T20:28:30.505107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-18T20:28:30.517455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-18T20:28:30.517810] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-18T20:28:30.518604] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-18T20:28:30.518656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:30.518689] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:30.518717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:30.518773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:30.580898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:30.581715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:30.581797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:30.581831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:30.714638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:30.714791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:30.714835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:30.714864] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:30.718345] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-18T20:28:30.718642] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-18T20:28:30.718770] [INFO ] [sig       ] OMCL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:30.857817] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OMCL.txt
[2025-12-18T20:28:30.857951] [INFO ] [sig       ] [2369/3568] Completed OMCL in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:30.857991] [INFO ] [sig       ] [2370/3568] Forecasting OMEX...
[2025-12-18T20:28:30.858021] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-18T20:28:30.858050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-18T20:28:30.871058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-18T20:28:30.871453] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-18T20:28:30.872304] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-18T20:28:30.872357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:30.872402] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:30.872431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:30.872488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:30.930373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:30.931229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:30.931317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:30.931350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:31.051814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:31.051977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:31.052021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:31.052051] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:31.055376] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2025-12-18T20:28:31.055669] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-18T20:28:31.055795] [INFO ] [sig       ] OMEX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:31.191382] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OMEX.txt
[2025-12-18T20:28:31.191539] [INFO ] [sig       ] [2370/3568] Completed OMEX in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:31.191610] [INFO ] [sig       ] [2371/3568] Forecasting OMF...
[2025-12-18T20:28:31.191656] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-18T20:28:31.191686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-18T20:28:31.203275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-18T20:28:31.203650] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-18T20:28:31.204397] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-18T20:28:31.204448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:31.204480] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:31.204507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:31.204563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:31.260078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:31.260954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:31.261035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:31.261067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:31.381462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:31.381635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:31.381679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:31.381708] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:31.385008] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-18T20:28:31.385282] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-18T20:28:31.385406] [INFO ] [sig       ] OMF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:31.522883] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OMF.txt
[2025-12-18T20:28:31.523011] [INFO ] [sig       ] [2371/3568] Completed OMF in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-18T20:28:31.523049] [INFO ] [sig       ] [2372/3568] Forecasting OMI...
[2025-12-18T20:28:31.523078] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-18T20:28:31.523107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-18T20:28:31.534477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-18T20:28:31.534768] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-18T20:28:31.535500] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-18T20:28:31.535550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:31.535653] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:31.535683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:31.535740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:31.590832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:31.591414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:31.591491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:31.591529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:31.709669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:31.709800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:31.709838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:31.709868] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:31.713200] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=36.86%)
[2025-12-18T20:28:31.713472] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-18T20:28:31.713622] [INFO ] [sig       ] OMI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:31.849107] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OMI.txt
[2025-12-18T20:28:31.849224] [INFO ] [sig       ] [2372/3568] Completed OMI in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-18T20:28:31.849262] [INFO ] [sig       ] [2373/3568] Forecasting ON...
[2025-12-18T20:28:31.849292] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-18T20:28:31.849320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-18T20:28:31.860970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-18T20:28:31.861262] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-18T20:28:31.862056] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-18T20:28:31.862106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:31.862138] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:31.862163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:31.862219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:31.917146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:31.917763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:31.917837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:31.917869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:32.037281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:32.037427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:32.037468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:32.037496] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:32.040804] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-18T20:28:32.041069] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-18T20:28:32.041188] [INFO ] [sig       ] ON: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:32.177452] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ON.txt
[2025-12-18T20:28:32.177592] [INFO ] [sig       ] [2373/3568] Completed ON in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-18T20:28:32.177632] [INFO ] [sig       ] [2374/3568] Forecasting ONB...
[2025-12-18T20:28:32.177668] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-18T20:28:32.177700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-18T20:28:32.189213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-18T20:28:32.189545] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-18T20:28:32.190334] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-18T20:28:32.190384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:32.190417] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:32.190444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:32.190500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:32.245783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:32.246409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:32.246486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:32.246517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:32.363233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:32.363384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:32.363426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:32.363454] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:32.366756] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=81.91%)
[2025-12-18T20:28:32.367021] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-18T20:28:32.367140] [INFO ] [sig       ] ONB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:32.504663] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ONB.txt
[2025-12-18T20:28:32.504782] [INFO ] [sig       ] [2374/3568] Completed ONB in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-18T20:28:32.504820] [INFO ] [sig       ] [2375/3568] Forecasting ONCO...
[2025-12-18T20:28:32.504850] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-18T20:28:32.504880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-18T20:28:32.515950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-18T20:28:32.516215] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-18T20:28:32.516976] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-18T20:28:32.517027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:32.517057] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:32.517084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:32.517139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:32.572795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:32.573496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:32.573593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:32.573628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:32.691892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:32.692040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:32.692080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:32.692108] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:32.695460] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-18T20:28:32.695780] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-18T20:28:32.695900] [INFO ] [sig       ] ONCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:32.837527] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ONCO.txt
[2025-12-18T20:28:32.837674] [INFO ] [sig       ] [2375/3568] Completed ONCO in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-18T20:28:32.837712] [INFO ] [sig       ] [2376/3568] Forecasting ONDS...
[2025-12-18T20:28:32.837742] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-18T20:28:32.837771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-18T20:28:32.849174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-18T20:28:32.849455] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-18T20:28:32.850211] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-18T20:28:32.850260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:32.850291] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:32.850317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:32.850372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:32.906206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:32.906821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:32.906896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:32.906929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:33.024842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:33.024976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:33.025016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:33.025045] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:33.028257] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-18T20:28:33.028520] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-18T20:28:33.028658] [INFO ] [sig       ] ONDS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:33.164957] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ONDS.txt
[2025-12-18T20:28:33.165110] [INFO ] [sig       ] [2376/3568] Completed ONDS in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-18T20:28:33.165148] [INFO ] [sig       ] [2377/3568] Forecasting ONEQ...
[2025-12-18T20:28:33.165178] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-18T20:28:33.165207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-18T20:28:33.176960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-18T20:28:33.177299] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-18T20:28:33.178119] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-18T20:28:33.178173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:33.178205] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:33.178230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:33.178287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:33.235759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:33.236661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:33.236746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:33.236778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:33.365062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:33.365235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:33.365277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:33.365326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:33.369120] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-18T20:28:33.369439] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-18T20:28:33.369622] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:33.522685] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ONEQ.txt
[2025-12-18T20:28:33.522909] [INFO ] [sig       ] [2377/3568] Completed ONEQ in 0.4s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-18T20:28:33.522978] [INFO ] [sig       ] [2378/3568] Forecasting ONL...
[2025-12-18T20:28:33.523030] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-18T20:28:33.523077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-18T20:28:33.536766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-18T20:28:33.537184] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-18T20:28:33.538155] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-18T20:28:33.538220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:33.538260] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:33.538294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:33.538372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:33.601615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:33.602564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:33.602694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:33.602745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:33.760022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:33.760220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:33.760285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:33.760330] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:33.765715] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-18T20:28:33.766244] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-18T20:28:33.766457] [INFO ] [sig       ] ONL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:33.998629] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ONL.txt
[2025-12-18T20:28:33.998813] [INFO ] [sig       ] [2378/3568] Completed ONL in 0.5s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:33.998859] [INFO ] [sig       ] [2379/3568] Forecasting ONON...
[2025-12-18T20:28:33.998888] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-18T20:28:33.998917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-18T20:28:34.012133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-18T20:28:34.012668] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-18T20:28:34.013831] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-18T20:28:34.013895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:34.013942] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:34.013981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:34.014068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:34.100393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:34.101618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:34.101736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:34.101814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:34.259898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:34.260079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:34.260137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:34.260173] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:34.264558] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-12-18T20:28:34.265059] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-18T20:28:34.265245] [INFO ] [sig       ] ONON: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:34.432271] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ONON.txt
[2025-12-18T20:28:34.432438] [INFO ] [sig       ] [2379/3568] Completed ONON in 0.4s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:34.432480] [INFO ] [sig       ] [2380/3568] Forecasting ONTF...
[2025-12-18T20:28:34.432509] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-18T20:28:34.432541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-18T20:28:34.443862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-18T20:28:34.444208] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-18T20:28:34.445018] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-18T20:28:34.445070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:34.445102] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:34.445129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:34.445184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:34.503402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:34.504527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:34.504662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:34.504711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:34.632476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:34.632651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:34.632702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:34.632735] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:34.636101] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=65.06%)
[2025-12-18T20:28:34.636392] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-18T20:28:34.636517] [INFO ] [sig       ] ONTF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:34.774609] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ONTF.txt
[2025-12-18T20:28:34.774746] [INFO ] [sig       ] [2380/3568] Completed ONTF in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:34.774785] [INFO ] [sig       ] [2381/3568] Forecasting ONTO...
[2025-12-18T20:28:34.774814] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-18T20:28:34.774844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-18T20:28:34.786246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-18T20:28:34.786535] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-18T20:28:34.787335] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-18T20:28:34.787385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:34.787415] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:34.787452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:34.787508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:34.842798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:34.843417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:34.843495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:34.843526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:34.965308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:34.965462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:34.965505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:34.965536] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:34.969057] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-18T20:28:34.969348] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-18T20:28:34.969476] [INFO ] [sig       ] ONTO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:35.106946] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ONTO.txt
[2025-12-18T20:28:35.107086] [INFO ] [sig       ] [2381/3568] Completed ONTO in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:35.107126] [INFO ] [sig       ] [2382/3568] Forecasting OOMA...
[2025-12-18T20:28:35.107155] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-18T20:28:35.107186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-18T20:28:35.119728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-18T20:28:35.120107] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-18T20:28:35.120955] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-18T20:28:35.121010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:35.121043] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:35.121070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:35.121129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:35.180656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:35.181464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:35.181601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:35.181640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:35.301652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:35.301809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:35.301854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:35.301885] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:35.305406] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=66.37%)
[2025-12-18T20:28:35.305748] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-18T20:28:35.305887] [INFO ] [sig       ] OOMA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:35.453796] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OOMA.txt
[2025-12-18T20:28:35.453954] [INFO ] [sig       ] [2382/3568] Completed OOMA in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:35.453994] [INFO ] [sig       ] [2383/3568] Forecasting OPAD...
[2025-12-18T20:28:35.454025] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-18T20:28:35.454056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-18T20:28:35.466470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-18T20:28:35.466871] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-18T20:28:35.467729] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-18T20:28:35.467783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:35.467815] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:35.467843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:35.467900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:35.526996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:35.527899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:35.527987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:35.528020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:35.655924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:35.656083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:35.656127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:35.656158] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:35.659703] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-12-18T20:28:35.660017] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-18T20:28:35.660152] [INFO ] [sig       ] OPAD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:35.806205] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OPAD.txt
[2025-12-18T20:28:35.806349] [INFO ] [sig       ] [2383/3568] Completed OPAD in 0.4s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:35.806390] [INFO ] [sig       ] [2384/3568] Forecasting OPAL...
[2025-12-18T20:28:35.806420] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-18T20:28:35.806453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-18T20:28:35.817709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-18T20:28:35.818064] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-18T20:28:35.818898] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-18T20:28:35.818952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:35.818985] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:35.819039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:35.819098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:35.877964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:35.878826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:35.878913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:35.878947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:36.002827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:36.002983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:36.003026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:36.003056] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:36.006480] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=60.37%)
[2025-12-18T20:28:36.006806] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-18T20:28:36.006945] [INFO ] [sig       ] OPAL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:36.150906] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OPAL.txt
[2025-12-18T20:28:36.151055] [INFO ] [sig       ] [2384/3568] Completed OPAL in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:36.151118] [INFO ] [sig       ] [2385/3568] Forecasting OPBK...
[2025-12-18T20:28:36.151153] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-18T20:28:36.151193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-18T20:28:36.162993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-18T20:28:36.163357] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-18T20:28:36.164200] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-18T20:28:36.164263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:36.164298] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:36.164326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:36.164394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:36.222977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:36.223777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:36.223862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:36.223895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:36.352091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:36.352309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:36.352366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:36.352399] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:36.356032] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=44.61%)
[2025-12-18T20:28:36.356325] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-18T20:28:36.356455] [INFO ] [sig       ] OPBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:36.500608] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OPBK.txt
[2025-12-18T20:28:36.500813] [INFO ] [sig       ] [2385/3568] Completed OPBK in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:36.500859] [INFO ] [sig       ] [2386/3568] Forecasting OPCH...
[2025-12-18T20:28:36.500891] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-18T20:28:36.500923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-18T20:28:36.512730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-18T20:28:36.513075] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-18T20:28:36.513870] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-18T20:28:36.513923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:36.513957] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:36.513984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:36.514042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:36.574144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:36.575021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:36.575114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:36.575151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:36.702165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:36.702332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:36.702381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:36.702423] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:36.706120] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-18T20:28:36.706417] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-18T20:28:36.706551] [INFO ] [sig       ] OPCH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:36.850617] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OPCH.txt
[2025-12-18T20:28:36.850771] [INFO ] [sig       ] [2386/3568] Completed OPCH in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:36.850811] [INFO ] [sig       ] [2387/3568] Forecasting OPEN...
[2025-12-18T20:28:36.850843] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-18T20:28:36.850874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-18T20:28:36.862561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-18T20:28:36.862911] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-18T20:28:36.863697] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-18T20:28:36.863748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:36.863779] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:36.863806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:36.863862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:36.920588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:36.921323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:36.921404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:36.921436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:37.045320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:37.045479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:37.045529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:37.045558] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:37.049067] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-12-18T20:28:37.049364] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-18T20:28:37.049491] [INFO ] [sig       ] OPEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:37.189895] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OPEN.txt
[2025-12-18T20:28:37.190038] [INFO ] [sig       ] [2387/3568] Completed OPEN in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:37.190078] [INFO ] [sig       ] [2388/3568] Forecasting OPFI...
[2025-12-18T20:28:37.190106] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-18T20:28:37.190135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-18T20:28:37.202491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-18T20:28:37.202854] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-18T20:28:37.203785] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-18T20:28:37.203847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:37.203892] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:37.203927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:37.203993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:37.260398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:37.261232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:37.261314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:37.261346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:37.384446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:37.384613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:37.384659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:37.384726] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:37.388276] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-18T20:28:37.388589] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-18T20:28:37.388733] [INFO ] [sig       ] OPFI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:37.536229] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OPFI.txt
[2025-12-18T20:28:37.536381] [INFO ] [sig       ] [2388/3568] Completed OPFI in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-18T20:28:37.536421] [INFO ] [sig       ] [2389/3568] Forecasting OPK...
[2025-12-18T20:28:37.536453] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-18T20:28:37.536483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-18T20:28:37.549070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-18T20:28:37.549452] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-18T20:28:37.550365] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-18T20:28:37.550420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:37.550502] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:37.550542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:37.550620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:37.609128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:37.609852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:37.609932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:37.609964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:37.735597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:37.735780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:37.735836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:37.735866] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:37.739668] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-18T20:28:37.739979] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-18T20:28:37.740110] [INFO ] [sig       ] OPK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:37.884711] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OPK.txt
[2025-12-18T20:28:37.884882] [INFO ] [sig       ] [2389/3568] Completed OPK in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-18T20:28:37.884945] [INFO ] [sig       ] [2390/3568] Forecasting OPP...
[2025-12-18T20:28:37.884993] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-18T20:28:37.885027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-18T20:28:37.897311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-18T20:28:37.897655] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-18T20:28:37.898468] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-18T20:28:37.898521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:37.898553] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:37.898601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:37.898665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:37.954774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:37.955495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:37.955590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:37.955625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:38.070919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:38.071073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:38.071114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:38.071143] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:38.074435] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-18T20:28:38.074722] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-18T20:28:38.074845] [INFO ] [sig       ] OPP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:38.209665] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OPP.txt
[2025-12-18T20:28:38.209814] [INFO ] [sig       ] [2390/3568] Completed OPP in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-18T20:28:38.209853] [INFO ] [sig       ] [2391/3568] Forecasting OPRA...
[2025-12-18T20:28:38.209882] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-18T20:28:38.209910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-18T20:28:38.221992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-18T20:28:38.222307] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-18T20:28:38.223071] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-18T20:28:38.223122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:38.223153] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:38.223179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:38.223239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:38.277727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:38.278397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:38.278477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:38.278507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:38.395112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:38.395251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:38.395289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:38.395316] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:38.398553] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-18T20:28:38.398837] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-18T20:28:38.398956] [INFO ] [sig       ] OPRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:38.538263] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OPRA.txt
[2025-12-18T20:28:38.538401] [INFO ] [sig       ] [2391/3568] Completed OPRA in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-18T20:28:38.538445] [INFO ] [sig       ] [2392/3568] Forecasting OPRX...
[2025-12-18T20:28:38.538477] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-18T20:28:38.538507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-18T20:28:38.550208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-18T20:28:38.550529] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-18T20:28:38.551338] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-18T20:28:38.551389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:38.551419] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:38.551445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:38.551527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:38.606318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:38.606991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:38.607068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:38.607100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:38.726313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:38.726465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:38.726507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:38.726587] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:38.729935] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=88.91%)
[2025-12-18T20:28:38.730207] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-18T20:28:38.730330] [INFO ] [sig       ] OPRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:38.866874] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OPRX.txt
[2025-12-18T20:28:38.867013] [INFO ] [sig       ] [2392/3568] Completed OPRX in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-18T20:28:38.867050] [INFO ] [sig       ] [2393/3568] Forecasting OPTX...
[2025-12-18T20:28:38.867080] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-18T20:28:38.867109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-18T20:28:38.878550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-18T20:28:38.878870] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-18T20:28:38.879735] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-18T20:28:38.879800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:38.879838] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:38.879871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:38.879934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:38.938762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:38.939536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:38.939647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:38.939688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:39.069290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:39.069455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:39.069516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:39.069559] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:39.073303] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2025-12-18T20:28:39.073610] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-18T20:28:39.073745] [INFO ] [sig       ] OPTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:39.225591] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OPTX.txt
[2025-12-18T20:28:39.225759] [INFO ] [sig       ] [2393/3568] Completed OPTX in 0.4s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-18T20:28:39.225828] [INFO ] [sig       ] [2394/3568] Forecasting OPXS...
[2025-12-18T20:28:39.225870] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-18T20:28:39.225909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-18T20:28:39.238218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-18T20:28:39.238678] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-18T20:28:39.239538] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-18T20:28:39.239623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:39.239657] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:39.239684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:39.239742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:39.295399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:39.296310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:39.296394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:39.296428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:39.413303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:39.413449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:39.413491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:39.413519] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:39.416833] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=61.58%)
[2025-12-18T20:28:39.417105] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-18T20:28:39.417229] [INFO ] [sig       ] OPXS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:39.564022] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OPXS.txt
[2025-12-18T20:28:39.564186] [INFO ] [sig       ] [2394/3568] Completed OPXS in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-18T20:28:39.564231] [INFO ] [sig       ] [2395/3568] Forecasting ORA...
[2025-12-18T20:28:39.564264] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-18T20:28:39.564296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-18T20:28:39.575835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-18T20:28:39.576174] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-18T20:28:39.577031] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-18T20:28:39.577090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:39.577130] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:39.577159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:39.577217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:39.633465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:39.634223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:39.634303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:39.634335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:39.755373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:39.755531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:39.755591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:39.755630] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:39.759303] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-12-18T20:28:39.759613] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-18T20:28:39.759764] [INFO ] [sig       ] ORA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:39.901314] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ORA.txt
[2025-12-18T20:28:39.901467] [INFO ] [sig       ] [2395/3568] Completed ORA in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-18T20:28:39.901507] [INFO ] [sig       ] [2396/3568] Forecasting ORC...
[2025-12-18T20:28:39.901538] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-18T20:28:39.901585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-18T20:28:39.912850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-18T20:28:39.913159] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-18T20:28:39.913934] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-18T20:28:39.913985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:39.914017] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:39.914044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:39.914105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:39.969652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:39.970467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:39.970547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:39.970596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:40.089092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:40.089243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:40.089285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:40.089314] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:40.092594] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-18T20:28:40.092863] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-18T20:28:40.092981] [INFO ] [sig       ] ORC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:40.229873] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ORC.txt
[2025-12-18T20:28:40.230009] [INFO ] [sig       ] [2396/3568] Completed ORC in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:40.230057] [INFO ] [sig       ] [2397/3568] Forecasting ORGO...
[2025-12-18T20:28:40.230088] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-18T20:28:40.230118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-18T20:28:40.240979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-18T20:28:40.241269] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-18T20:28:40.242048] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-18T20:28:40.242100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:40.242132] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:40.242159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:40.242214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:40.297826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:40.298414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:40.298489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:40.298521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:40.413957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:40.414091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:40.414129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:40.414157] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:40.417378] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-18T20:28:40.417664] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-18T20:28:40.417787] [INFO ] [sig       ] ORGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:40.557346] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ORGO.txt
[2025-12-18T20:28:40.557488] [INFO ] [sig       ] [2397/3568] Completed ORGO in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:40.557526] [INFO ] [sig       ] [2398/3568] Forecasting ORIC...
[2025-12-18T20:28:40.557557] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-18T20:28:40.557602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-18T20:28:40.568655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-18T20:28:40.568953] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-18T20:28:40.569738] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-18T20:28:40.569788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:40.569819] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:40.569846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:40.569901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:40.624837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:40.625597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:40.625676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:40.625708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:40.746402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:40.746546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:40.746603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:40.746633] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:40.749948] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=48.81%)
[2025-12-18T20:28:40.750212] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-18T20:28:40.750332] [INFO ] [sig       ] ORIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:40.887454] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ORIC.txt
[2025-12-18T20:28:40.887623] [INFO ] [sig       ] [2398/3568] Completed ORIC in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:40.887665] [INFO ] [sig       ] [2399/3568] Forecasting ORKA...
[2025-12-18T20:28:40.887696] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-18T20:28:40.887725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-18T20:28:40.899505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-18T20:28:40.899900] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-18T20:28:40.900670] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-18T20:28:40.900722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:40.900753] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:40.900781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:40.900837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:40.956669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:40.957506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:40.957642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:40.957676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:41.078517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:41.078687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:41.078729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:41.078758] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:41.082111] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=45.05%)
[2025-12-18T20:28:41.082446] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-18T20:28:41.082597] [INFO ] [sig       ] ORKA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:41.218802] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ORKA.txt
[2025-12-18T20:28:41.218929] [INFO ] [sig       ] [2399/3568] Completed ORKA in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:41.218990] [INFO ] [sig       ] [2400/3568] Forecasting ORLY...
[2025-12-18T20:28:41.219033] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-18T20:28:41.219064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-18T20:28:41.230013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-18T20:28:41.230301] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-18T20:28:41.231074] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-18T20:28:41.231125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:41.231156] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:41.231182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:41.231238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:41.286836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:41.287462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:41.287539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:41.287570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:41.407625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:41.407764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:41.407805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:41.407832] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:41.411091] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=36.12%)
[2025-12-18T20:28:41.411356] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-18T20:28:41.411475] [INFO ] [sig       ] ORLY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:41.547685] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ORLY.txt
[2025-12-18T20:28:41.547801] [INFO ] [sig       ] [2400/3568] Completed ORLY in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:41.547841] [INFO ] [sig       ] [2401/3568] Forecasting ORMP...
[2025-12-18T20:28:41.547873] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-18T20:28:41.547903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-18T20:28:41.558556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-18T20:28:41.558846] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-18T20:28:41.559647] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-18T20:28:41.559699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:41.559729] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:41.559755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:41.559814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:41.615627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:41.616235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:41.616310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:41.616341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:41.732865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:41.733005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:41.733045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:41.733072] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:41.736255] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-12-18T20:28:41.736519] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-18T20:28:41.736656] [INFO ] [sig       ] ORMP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:41.874587] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ORMP.txt
[2025-12-18T20:28:41.874716] [INFO ] [sig       ] [2401/3568] Completed ORMP in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:41.874753] [INFO ] [sig       ] [2402/3568] Forecasting ORN...
[2025-12-18T20:28:41.874783] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-18T20:28:41.874815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-18T20:28:41.885844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-18T20:28:41.886119] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-18T20:28:41.886881] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-18T20:28:41.886932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:41.886963] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:41.886989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:41.887045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:41.943400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:41.944229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:41.944309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:41.944343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:42.068030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:42.068205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:42.068252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:42.068282] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:42.071814] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2025-12-18T20:28:42.072163] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-18T20:28:42.072284] [INFO ] [sig       ] ORN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:42.209842] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ORN.txt
[2025-12-18T20:28:42.209993] [INFO ] [sig       ] [2402/3568] Completed ORN in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:42.210039] [INFO ] [sig       ] [2403/3568] Forecasting ORRF...
[2025-12-18T20:28:42.210070] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-18T20:28:42.210100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-18T20:28:42.221341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-18T20:28:42.221641] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-18T20:28:42.222398] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-18T20:28:42.222449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:42.222480] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:42.222507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:42.222562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:42.277743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:42.278337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:42.278413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:42.278444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:42.399762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:42.399912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:42.399953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:42.399981] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:42.403283] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-12-18T20:28:42.403548] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-18T20:28:42.403687] [INFO ] [sig       ] ORRF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:42.543360] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ORRF.txt
[2025-12-18T20:28:42.543516] [INFO ] [sig       ] [2403/3568] Completed ORRF in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:42.543557] [INFO ] [sig       ] [2404/3568] Forecasting OS...
[2025-12-18T20:28:42.543612] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-18T20:28:42.543644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-18T20:28:42.555163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-18T20:28:42.555543] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-18T20:28:42.556359] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-18T20:28:42.556415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:42.556446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:42.556472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:42.556528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:42.612642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:42.613488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:42.613566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:42.613617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:42.734159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:42.734304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:42.734346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:42.734374] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:42.737806] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-18T20:28:42.738099] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-18T20:28:42.738224] [INFO ] [sig       ] OS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:42.875428] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OS.txt
[2025-12-18T20:28:42.875556] [INFO ] [sig       ] [2404/3568] Completed OS in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:42.875612] [INFO ] [sig       ] [2405/3568] Forecasting OSBC...
[2025-12-18T20:28:42.875642] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-18T20:28:42.875673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-18T20:28:42.887275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-18T20:28:42.887556] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-18T20:28:42.888319] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-18T20:28:42.888369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:42.888411] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:42.888439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:42.888495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:42.945147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:42.945831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:42.945909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:42.945942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:43.061097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:43.061263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:43.061315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:43.061353] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:43.064834] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=82.55%)
[2025-12-18T20:28:43.065143] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-18T20:28:43.065275] [INFO ] [sig       ] OSBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:43.205288] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OSBC.txt
[2025-12-18T20:28:43.205420] [INFO ] [sig       ] [2405/3568] Completed OSBC in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:43.205460] [INFO ] [sig       ] [2406/3568] Forecasting OSIS...
[2025-12-18T20:28:43.205490] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-18T20:28:43.205520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-18T20:28:43.217241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-18T20:28:43.217553] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-18T20:28:43.218330] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-18T20:28:43.218382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:43.218443] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:43.218473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:43.218532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:43.276485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:43.277322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:43.277406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:43.277439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:43.396539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:43.396694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:43.396733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:43.396762] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:43.400114] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=43.92%)
[2025-12-18T20:28:43.400408] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-18T20:28:43.400534] [INFO ] [sig       ] OSIS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:43.538282] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OSIS.txt
[2025-12-18T20:28:43.538418] [INFO ] [sig       ] [2406/3568] Completed OSIS in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-18T20:28:43.538457] [INFO ] [sig       ] [2407/3568] Forecasting OSPN...
[2025-12-18T20:28:43.538488] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-18T20:28:43.538519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-18T20:28:43.549704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-18T20:28:43.550001] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-18T20:28:43.550817] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-18T20:28:43.550869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:43.550902] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:43.550928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:43.550984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:43.607564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:43.608179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:43.608259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:43.608290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:43.725591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:43.725744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:43.725788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:43.725825] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:43.729270] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-18T20:28:43.729541] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-18T20:28:43.729689] [INFO ] [sig       ] OSPN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:43.872736] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OSPN.txt
[2025-12-18T20:28:43.872904] [INFO ] [sig       ] [2407/3568] Completed OSPN in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-18T20:28:43.872956] [INFO ] [sig       ] [2408/3568] Forecasting OSS...
[2025-12-18T20:28:43.872987] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-18T20:28:43.873018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-18T20:28:43.885044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-18T20:28:43.885354] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-18T20:28:43.886182] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-18T20:28:43.886235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:43.886269] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:43.886296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:43.886353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:43.942373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:43.942983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:43.943082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:43.943115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:44.056619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:44.056774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:44.056814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:44.056843] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:44.060317] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=34.19%)
[2025-12-18T20:28:44.060609] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-18T20:28:44.060736] [INFO ] [sig       ] OSS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:44.200150] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OSS.txt
[2025-12-18T20:28:44.200286] [INFO ] [sig       ] [2408/3568] Completed OSS in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-18T20:28:44.200330] [INFO ] [sig       ] [2409/3568] Forecasting OTEX...
[2025-12-18T20:28:44.200361] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-18T20:28:44.200391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-18T20:28:44.212105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-18T20:28:44.212430] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-18T20:28:44.213193] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-18T20:28:44.213244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:44.213275] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:44.213302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:44.213357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:44.270376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:44.271011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:44.271093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:44.271145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:44.394007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:44.394155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:44.394196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:44.394257] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:44.397554] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=70.72%)
[2025-12-18T20:28:44.397842] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-18T20:28:44.397970] [INFO ] [sig       ] OTEX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:44.542315] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OTEX.txt
[2025-12-18T20:28:44.542457] [INFO ] [sig       ] [2409/3568] Completed OTEX in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-18T20:28:44.542501] [INFO ] [sig       ] [2410/3568] Forecasting OTIS...
[2025-12-18T20:28:44.542532] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-18T20:28:44.542586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-18T20:28:44.554272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-18T20:28:44.554603] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-18T20:28:44.555416] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-18T20:28:44.555469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:44.555502] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:44.555530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:44.555620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:44.613206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:44.613974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:44.614057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:44.614098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:44.733312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:44.733463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:44.733504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:44.733534] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:44.736894] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-18T20:28:44.737166] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-18T20:28:44.737312] [INFO ] [sig       ] OTIS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:44.879895] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OTIS.txt
[2025-12-18T20:28:44.880032] [INFO ] [sig       ] [2410/3568] Completed OTIS in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-18T20:28:44.880070] [INFO ] [sig       ] [2411/3568] Forecasting OTLY...
[2025-12-18T20:28:44.880100] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-18T20:28:44.880130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-18T20:28:44.891587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-18T20:28:44.891881] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-18T20:28:44.892636] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-18T20:28:44.892687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:44.892718] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:44.892743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:44.892800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:44.950070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:44.950890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:44.950969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:44.951001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:45.067885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:45.068037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:45.068083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:45.068126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:45.071494] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-18T20:28:45.071783] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-18T20:28:45.071904] [INFO ] [sig       ] OTLY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:45.212359] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OTLY.txt
[2025-12-18T20:28:45.212501] [INFO ] [sig       ] [2411/3568] Completed OTLY in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-18T20:28:45.212540] [INFO ] [sig       ] [2412/3568] Forecasting OVID...
[2025-12-18T20:28:45.212586] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-18T20:28:45.212619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-18T20:28:45.223839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-18T20:28:45.224143] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-18T20:28:45.224916] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-18T20:28:45.224967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:45.224998] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:45.225026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:45.225099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:45.281902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:45.282713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:45.282795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:45.282828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:45.400311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:45.400459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:45.400519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:45.400551] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:45.403894] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-18T20:28:45.404202] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-18T20:28:45.404350] [INFO ] [sig       ] OVID: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:45.544121] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OVID.txt
[2025-12-18T20:28:45.544256] [INFO ] [sig       ] [2412/3568] Completed OVID in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-18T20:28:45.544294] [INFO ] [sig       ] [2413/3568] Forecasting OVLY...
[2025-12-18T20:28:45.544322] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-18T20:28:45.544352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-18T20:28:45.555101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-18T20:28:45.555419] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-18T20:28:45.556210] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-18T20:28:45.556261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:45.556292] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:45.556318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:45.556381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:45.613096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:45.613779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:45.613860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:45.613892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:45.708955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:45.709119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:45.709160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:45.709189] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:45.712470] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=33.08%)
[2025-12-18T20:28:45.712755] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-18T20:28:45.712877] [INFO ] [sig       ] OVLY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:45.848444] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OVLY.txt
[2025-12-18T20:28:45.848585] [INFO ] [sig       ] [2413/3568] Completed OVLY in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:45.848627] [INFO ] [sig       ] [2414/3568] Forecasting OWL...
[2025-12-18T20:28:45.848656] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-18T20:28:45.848685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-18T20:28:45.860179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-18T20:28:45.860485] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-18T20:28:45.861255] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-18T20:28:45.861307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:45.861338] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:45.861363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:45.861419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:45.916854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:45.917505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:45.917617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:45.917653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:46.035489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:46.035647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:46.035688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:46.035719] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:46.038938] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=71.33%)
[2025-12-18T20:28:46.039232] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-18T20:28:46.039353] [INFO ] [sig       ] OWL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:46.181497] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OWL.txt
[2025-12-18T20:28:46.181700] [INFO ] [sig       ] [2414/3568] Completed OWL in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:46.181754] [INFO ] [sig       ] [2415/3568] Forecasting OXLC...
[2025-12-18T20:28:46.181794] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-18T20:28:46.181833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-18T20:28:46.193743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-18T20:28:46.194064] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-18T20:28:46.194828] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-18T20:28:46.194880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:46.194912] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:46.194938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:46.194995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:46.250622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:46.251438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:46.251518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:46.251550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:46.371949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:46.372100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:46.372141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:46.372169] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:46.375504] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-18T20:28:46.375804] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-18T20:28:46.375944] [INFO ] [sig       ] OXLC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:46.516100] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OXLC.txt
[2025-12-18T20:28:46.516248] [INFO ] [sig       ] [2415/3568] Completed OXLC in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:46.516287] [INFO ] [sig       ] [2416/3568] Forecasting OXM...
[2025-12-18T20:28:46.516317] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-18T20:28:46.516347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-18T20:28:46.527666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-18T20:28:46.527978] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-18T20:28:46.528783] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-18T20:28:46.528836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:46.528879] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:46.528908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:46.528966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:46.586851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:46.587556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:46.587690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:46.587725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:46.707116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:46.707264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:46.707304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:46.707332] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:46.710757] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-18T20:28:46.711051] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-18T20:28:46.711170] [INFO ] [sig       ] OXM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:46.848688] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OXM.txt
[2025-12-18T20:28:46.848815] [INFO ] [sig       ] [2416/3568] Completed OXM in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:46.848852] [INFO ] [sig       ] [2417/3568] Forecasting OXSQ...
[2025-12-18T20:28:46.848880] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-18T20:28:46.848911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-18T20:28:46.859952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-18T20:28:46.860281] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-18T20:28:46.861086] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-18T20:28:46.861137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:46.861169] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:46.861195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:46.861251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:46.915759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:46.916423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:46.916505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:46.916537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:47.034470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:47.034636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:47.034678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:47.034708] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:47.037942] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-12-18T20:28:47.038208] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-18T20:28:47.038328] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:47.176718] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OXSQ.txt
[2025-12-18T20:28:47.176864] [INFO ] [sig       ] [2417/3568] Completed OXSQ in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:47.176908] [INFO ] [sig       ] [2418/3568] Forecasting OZEM...
[2025-12-18T20:28:47.176938] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-18T20:28:47.176966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-18T20:28:47.188147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-18T20:28:47.188508] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-18T20:28:47.189332] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-18T20:28:47.189383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:47.189414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:47.189440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:47.189495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:47.247614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:47.248312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:47.248397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:47.248429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:47.360459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:47.360625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:47.360670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:47.360698] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:47.364169] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=64.79%)
[2025-12-18T20:28:47.364466] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-18T20:28:47.364617] [INFO ] [sig       ] OZEM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:47.505530] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/OZEM.txt
[2025-12-18T20:28:47.505671] [INFO ] [sig       ] [2418/3568] Completed OZEM in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:47.505710] [INFO ] [sig       ] [2419/3568] Forecasting OZK...
[2025-12-18T20:28:47.505740] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-18T20:28:47.505769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-18T20:28:47.517223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-18T20:28:47.517523] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-18T20:28:47.518331] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-18T20:28:47.518384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:47.518417] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:47.518445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:47.518502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:47.576764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:47.577398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:47.577480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:47.577513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:47.700663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:47.700810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:47.700852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:47.700881] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:47.704186] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-18T20:28:47.704454] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-18T20:28:47.704590] [INFO ] [sig       ] OZK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:47.847531] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OZK.txt
[2025-12-18T20:28:47.847726] [INFO ] [sig       ] [2419/3568] Completed OZK in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:47.847767] [INFO ] [sig       ] [2420/3568] Forecasting OZKAP...
[2025-12-18T20:28:47.847805] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-18T20:28:47.847836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-18T20:28:47.859531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-18T20:28:47.859880] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-18T20:28:47.860656] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-18T20:28:47.860707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:47.860738] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:47.860764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:47.860820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:47.915639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:47.916514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:47.916616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:47.916651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:48.032902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:48.033057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:48.033098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:48.033126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:48.036395] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-12-18T20:28:48.036681] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-18T20:28:48.036802] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:48.172112] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/OZKAP.txt
[2025-12-18T20:28:48.172247] [INFO ] [sig       ] [2420/3568] Completed OZKAP in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:48.172286] [INFO ] [sig       ] [2421/3568] Forecasting PAA...
[2025-12-18T20:28:48.172315] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-18T20:28:48.172344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-18T20:28:48.183707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-18T20:28:48.183999] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-18T20:28:48.184777] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-18T20:28:48.184827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:48.184857] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:48.184884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:48.184940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:48.239941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:48.240602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:48.240681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:48.240713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:48.357986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:48.358146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:48.358189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:48.358217] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:48.361618] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2025-12-18T20:28:48.361894] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-18T20:28:48.362019] [INFO ] [sig       ] PAA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:48.498011] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PAA.txt
[2025-12-18T20:28:48.498142] [INFO ] [sig       ] [2421/3568] Completed PAA in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:48.498180] [INFO ] [sig       ] [2422/3568] Forecasting PAAS...
[2025-12-18T20:28:48.498209] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-18T20:28:48.498237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-18T20:28:48.512329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-18T20:28:48.512738] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-18T20:28:48.513606] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-18T20:28:48.513657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:48.513689] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:48.513715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:48.513771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:48.569592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:48.570616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:48.570704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:48.570738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:48.695418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:48.695592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:48.695635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:48.695666] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:48.698977] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-18T20:28:48.699289] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-18T20:28:48.699419] [INFO ] [sig       ] PAAS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:48.835856] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAAS.txt
[2025-12-18T20:28:48.836004] [INFO ] [sig       ] [2422/3568] Completed PAAS in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:48.836042] [INFO ] [sig       ] [2423/3568] Forecasting PAC...
[2025-12-18T20:28:48.836073] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-18T20:28:48.836102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-18T20:28:48.848495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-18T20:28:48.848824] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-18T20:28:48.849652] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-18T20:28:48.849704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:48.849772] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:48.849800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:48.849857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:48.905914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:48.906828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:48.906913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:48.906946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:49.029364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:49.029517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:49.029559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:49.029636] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:49.033009] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=35.10%)
[2025-12-18T20:28:49.033278] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-18T20:28:49.033398] [INFO ] [sig       ] PAC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:49.171154] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAC.txt
[2025-12-18T20:28:49.171287] [INFO ] [sig       ] [2423/3568] Completed PAC in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:49.171325] [INFO ] [sig       ] [2424/3568] Forecasting PACB...
[2025-12-18T20:28:49.171354] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-18T20:28:49.171383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-18T20:28:49.183225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-18T20:28:49.183510] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-18T20:28:49.184288] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-18T20:28:49.184339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:49.184371] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:49.184397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:49.184452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:49.243446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:49.244280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:49.244365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:49.244398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:49.360895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:49.361058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:49.361099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:49.361127] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:49.364459] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-18T20:28:49.364754] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-18T20:28:49.364878] [INFO ] [sig       ] PACB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:49.500999] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PACB.txt
[2025-12-18T20:28:49.501126] [INFO ] [sig       ] [2424/3568] Completed PACB in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:49.501164] [INFO ] [sig       ] [2425/3568] Forecasting PACK...
[2025-12-18T20:28:49.501194] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-18T20:28:49.501222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-18T20:28:49.512498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-18T20:28:49.512803] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-18T20:28:49.513560] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-18T20:28:49.513629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:49.513661] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:49.513687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:49.513762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:49.569042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:49.569912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:49.570003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:49.570053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:49.688345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:49.688495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:49.688536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:49.688563] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:49.691898] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-12-18T20:28:49.692181] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-18T20:28:49.692298] [INFO ] [sig       ] PACK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:49.831034] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PACK.txt
[2025-12-18T20:28:49.831184] [INFO ] [sig       ] [2425/3568] Completed PACK in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-18T20:28:49.831222] [INFO ] [sig       ] [2426/3568] Forecasting PAGP...
[2025-12-18T20:28:49.831252] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-18T20:28:49.831282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-18T20:28:49.842906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-18T20:28:49.843220] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-18T20:28:49.843989] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-18T20:28:49.844040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:49.844071] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:49.844097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:49.844153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:49.903704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:49.904527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:49.904624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:49.904657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:50.022999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:50.023150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:50.023191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:50.023258] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:50.026553] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=80.04%)
[2025-12-18T20:28:50.026839] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-18T20:28:50.026961] [INFO ] [sig       ] PAGP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:50.165146] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PAGP.txt
[2025-12-18T20:28:50.165287] [INFO ] [sig       ] [2426/3568] Completed PAGP in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-18T20:28:50.165327] [INFO ] [sig       ] [2427/3568] Forecasting PAGS...
[2025-12-18T20:28:50.165356] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-18T20:28:50.165387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-18T20:28:50.176783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-18T20:28:50.177079] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-18T20:28:50.177848] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-18T20:28:50.177899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:50.177930] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:50.177968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:50.178024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:50.232942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:50.233553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:50.233653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:50.233684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:50.353319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:50.353466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:50.353507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:50.353535] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:50.356824] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-18T20:28:50.357091] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-18T20:28:50.357219] [INFO ] [sig       ] PAGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:50.495678] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAGS.txt
[2025-12-18T20:28:50.495828] [INFO ] [sig       ] [2427/3568] Completed PAGS in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-18T20:28:50.495866] [INFO ] [sig       ] [2428/3568] Forecasting PAHC...
[2025-12-18T20:28:50.495896] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-18T20:28:50.495926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-18T20:28:50.507174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-18T20:28:50.507471] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-18T20:28:50.508251] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-18T20:28:50.508302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:50.508332] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:50.508357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:50.508413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:50.563425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:50.564175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:50.564253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:50.564285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:50.681254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:50.681523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:50.681583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:50.681615] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:50.685074] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-18T20:28:50.685348] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-18T20:28:50.685471] [INFO ] [sig       ] PAHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:50.828587] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PAHC.txt
[2025-12-18T20:28:50.828746] [INFO ] [sig       ] [2428/3568] Completed PAHC in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-18T20:28:50.828787] [INFO ] [sig       ] [2429/3568] Forecasting PAL...
[2025-12-18T20:28:50.828818] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-18T20:28:50.828849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-18T20:28:50.841053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-18T20:28:50.841413] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-18T20:28:50.842371] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-18T20:28:50.842428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:50.842461] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:50.842496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:50.842597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:50.901111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:50.901877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:50.901964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:50.901997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:51.024779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:51.024930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:51.024973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:51.025003] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:51.028561] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-12-18T20:28:51.028861] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-18T20:28:51.028987] [INFO ] [sig       ] PAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:51.171986] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAL.txt
[2025-12-18T20:28:51.172133] [INFO ] [sig       ] [2429/3568] Completed PAL in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-18T20:28:51.172173] [INFO ] [sig       ] [2430/3568] Forecasting PAM...
[2025-12-18T20:28:51.172204] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-18T20:28:51.172234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-18T20:28:51.183770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-18T20:28:51.184088] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-18T20:28:51.184880] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-18T20:28:51.184934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:51.184977] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:51.185007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:51.185063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:51.245002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:51.245727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:51.245809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:51.245841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:51.373059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:51.373249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:51.373295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:51.373326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:51.376919] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=75.50%)
[2025-12-18T20:28:51.377234] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-18T20:28:51.377366] [INFO ] [sig       ] PAM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:51.521800] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PAM.txt
[2025-12-18T20:28:51.521944] [INFO ] [sig       ] [2430/3568] Completed PAM in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-18T20:28:51.521992] [INFO ] [sig       ] [2431/3568] Forecasting PANL...
[2025-12-18T20:28:51.522029] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-18T20:28:51.522072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-18T20:28:51.534429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-18T20:28:51.534796] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-18T20:28:51.535671] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-18T20:28:51.535724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:51.535758] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:51.535785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:51.535843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:51.591529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:51.592428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:51.592513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:51.592545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:51.709773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:51.709934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:51.709980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:51.710008] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:51.713494] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=79.01%)
[2025-12-18T20:28:51.713792] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-18T20:28:51.713929] [INFO ] [sig       ] PANL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:51.855502] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PANL.txt
[2025-12-18T20:28:51.855649] [INFO ] [sig       ] [2431/3568] Completed PANL in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:51.855689] [INFO ] [sig       ] [2432/3568] Forecasting PASG...
[2025-12-18T20:28:51.855720] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-18T20:28:51.855749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-18T20:28:51.866784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-18T20:28:51.867067] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-18T20:28:51.867834] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-18T20:28:51.867886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:51.867916] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:51.867942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:51.867998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:51.925122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:51.925778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:51.925859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:51.925891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:52.040771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:52.040899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:52.040937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:52.040965] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:52.044157] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-18T20:28:52.044425] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-18T20:28:52.044546] [INFO ] [sig       ] PASG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:52.179631] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PASG.txt
[2025-12-18T20:28:52.179773] [INFO ] [sig       ] [2432/3568] Completed PASG in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:52.179812] [INFO ] [sig       ] [2433/3568] Forecasting PATH...
[2025-12-18T20:28:52.179842] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-18T20:28:52.179871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-18T20:28:52.191109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-18T20:28:52.191400] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-18T20:28:52.192179] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-18T20:28:52.192230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:52.192260] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:52.192287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:52.192342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:52.247982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:52.248753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:52.248871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:52.248908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:52.370090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:52.370243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:52.370285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:52.370313] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:52.373610] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-18T20:28:52.373876] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-18T20:28:52.373995] [INFO ] [sig       ] PATH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:52.511943] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PATH.txt
[2025-12-18T20:28:52.512079] [INFO ] [sig       ] [2433/3568] Completed PATH in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:52.512117] [INFO ] [sig       ] [2434/3568] Forecasting PATK...
[2025-12-18T20:28:52.512147] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-18T20:28:52.512176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-18T20:28:52.525416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-18T20:28:52.525822] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-18T20:28:52.526724] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-18T20:28:52.526778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:52.526811] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:52.526844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:52.526916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:52.583930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:52.584667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:52.584746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:52.584779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:52.701973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:52.702139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:52.702188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:52.702217] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:52.705602] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-12-18T20:28:52.705867] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-18T20:28:52.705989] [INFO ] [sig       ] PATK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:52.842892] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PATK.txt
[2025-12-18T20:28:52.843032] [INFO ] [sig       ] [2434/3568] Completed PATK in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:52.843071] [INFO ] [sig       ] [2435/3568] Forecasting PAX...
[2025-12-18T20:28:52.843101] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-18T20:28:52.843130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-18T20:28:52.855212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-18T20:28:52.855494] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-18T20:28:52.856258] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-18T20:28:52.856309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:52.856340] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:52.856365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:52.856421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:52.913228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:52.913977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:52.914080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:52.914126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:53.033800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:53.033950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:53.033990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:53.034018] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:53.037309] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=20.72%)
[2025-12-18T20:28:53.037601] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-18T20:28:53.037730] [INFO ] [sig       ] PAX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:53.178523] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAX.txt
[2025-12-18T20:28:53.178673] [INFO ] [sig       ] [2435/3568] Completed PAX in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:53.178712] [INFO ] [sig       ] [2436/3568] Forecasting PAXS...
[2025-12-18T20:28:53.178742] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-18T20:28:53.178772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-18T20:28:53.190379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-18T20:28:53.190702] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-18T20:28:53.191474] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-18T20:28:53.191524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:53.191555] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:53.191605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:53.191663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:53.247724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:53.248409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:53.248491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:53.248523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:53.365100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:53.365264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:53.365306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:53.365339] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:53.368658] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-18T20:28:53.368927] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-18T20:28:53.369069] [INFO ] [sig       ] PAXS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:53.504768] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAXS.txt
[2025-12-18T20:28:53.504927] [INFO ] [sig       ] [2436/3568] Completed PAXS in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:53.504967] [INFO ] [sig       ] [2437/3568] Forecasting PAY...
[2025-12-18T20:28:53.504996] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-18T20:28:53.505026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-18T20:28:53.516210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-18T20:28:53.516501] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-18T20:28:53.517264] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-18T20:28:53.517315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:53.517346] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:53.517372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:53.517429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:53.572123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:53.572778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:53.572855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:53.572886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:53.687407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:53.687557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:53.687620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:53.687650] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:53.690938] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-12-18T20:28:53.691206] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-18T20:28:53.691324] [INFO ] [sig       ] PAY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:53.827587] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAY.txt
[2025-12-18T20:28:53.827727] [INFO ] [sig       ] [2437/3568] Completed PAY in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:53.827766] [INFO ] [sig       ] [2438/3568] Forecasting PAYC...
[2025-12-18T20:28:53.827796] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-18T20:28:53.827827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-18T20:28:53.839710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-18T20:28:53.839998] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-18T20:28:53.840764] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-18T20:28:53.840815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:53.840848] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:53.840875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:53.840931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:53.898225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:53.898850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:53.898924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:53.898956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:54.014555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:54.014711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:54.014750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:54.014778] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:54.018020] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2025-12-18T20:28:54.018326] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-18T20:28:54.018447] [INFO ] [sig       ] PAYC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:54.155604] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAYC.txt
[2025-12-18T20:28:54.155721] [INFO ] [sig       ] [2438/3568] Completed PAYC in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:54.155758] [INFO ] [sig       ] [2439/3568] Forecasting PAYO...
[2025-12-18T20:28:54.155787] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-18T20:28:54.155816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-18T20:28:54.167289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-18T20:28:54.167591] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-18T20:28:54.168356] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-18T20:28:54.168408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:54.168441] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:54.168469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:54.168526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:54.226080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:54.226746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:54.226827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:54.226860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:54.352552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:54.352752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:54.352800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:54.352831] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:54.356378] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=19.24%)
[2025-12-18T20:28:54.356683] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-18T20:28:54.356814] [INFO ] [sig       ] PAYO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:54.495408] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAYO.txt
[2025-12-18T20:28:54.495538] [INFO ] [sig       ] [2439/3568] Completed PAYO in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:54.495594] [INFO ] [sig       ] [2440/3568] Forecasting PAYS...
[2025-12-18T20:28:54.495628] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-18T20:28:54.495659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-18T20:28:54.507218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-18T20:28:54.507502] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-18T20:28:54.508283] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-18T20:28:54.508345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:54.508404] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:54.508433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:54.508507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:54.565535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:54.566172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:54.566250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:54.566283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:54.684115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:54.684270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:54.684313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:54.684341] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:54.687701] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-12-18T20:28:54.687976] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-18T20:28:54.688103] [INFO ] [sig       ] PAYS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:54.825762] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PAYS.txt
[2025-12-18T20:28:54.825881] [INFO ] [sig       ] [2440/3568] Completed PAYS in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:54.825918] [INFO ] [sig       ] [2441/3568] Forecasting PAYX...
[2025-12-18T20:28:54.825947] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-18T20:28:54.825979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-18T20:28:54.837332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-18T20:28:54.837632] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-18T20:28:54.838382] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-18T20:28:54.838432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:54.838463] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:54.838489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:54.838545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:54.896347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:54.897074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:54.897157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:54.897191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:55.015254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:55.015403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:55.015446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:55.015476] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:55.018837] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=30.49%)
[2025-12-18T20:28:55.019136] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-18T20:28:55.019265] [INFO ] [sig       ] PAYX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:55.158554] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PAYX.txt
[2025-12-18T20:28:55.158698] [INFO ] [sig       ] [2441/3568] Completed PAYX in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:55.158735] [INFO ] [sig       ] [2442/3568] Forecasting PB...
[2025-12-18T20:28:55.158764] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-18T20:28:55.158793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-18T20:28:55.170320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-18T20:28:55.170617] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-18T20:28:55.171383] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-18T20:28:55.171433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:55.171465] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:55.171492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:55.171548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:55.231640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:55.232370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:55.232451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:55.232484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:55.354285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:55.354437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:55.354479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:55.354509] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:55.357891] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-18T20:28:55.358168] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-18T20:28:55.358292] [INFO ] [sig       ] PB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:55.499146] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PB.txt
[2025-12-18T20:28:55.499268] [INFO ] [sig       ] [2442/3568] Completed PB in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:55.499305] [INFO ] [sig       ] [2443/3568] Forecasting PBA...
[2025-12-18T20:28:55.499334] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-18T20:28:55.499365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-18T20:28:55.510456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-18T20:28:55.510758] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-18T20:28:55.511523] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-18T20:28:55.511594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:55.511629] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:55.511656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:55.511718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:55.569649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:55.570304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:55.570383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:55.570416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:55.691910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:55.692059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:55.692101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:55.692166] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:55.695557] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=37.48%)
[2025-12-18T20:28:55.695844] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-18T20:28:55.695968] [INFO ] [sig       ] PBA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:55.839419] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PBA.txt
[2025-12-18T20:28:55.839594] [INFO ] [sig       ] [2443/3568] Completed PBA in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-18T20:28:55.839644] [INFO ] [sig       ] [2444/3568] Forecasting PBF...
[2025-12-18T20:28:55.839685] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-18T20:28:55.839716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-18T20:28:55.850954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-18T20:28:55.851229] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-18T20:28:55.852010] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-18T20:28:55.852061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:55.852092] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:55.852118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:55.852179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:55.908815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:55.909465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:55.909546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:55.909597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:56.027799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:56.027947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:56.027988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:56.028017] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:56.031456] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-18T20:28:56.031755] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-18T20:28:56.031881] [INFO ] [sig       ] PBF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:56.169395] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PBF.txt
[2025-12-18T20:28:56.169515] [INFO ] [sig       ] [2444/3568] Completed PBF in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-18T20:28:56.169553] [INFO ] [sig       ] [2445/3568] Forecasting PBFS...
[2025-12-18T20:28:56.169600] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-18T20:28:56.169630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-18T20:28:56.179962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-18T20:28:56.180253] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-18T20:28:56.181022] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-18T20:28:56.181075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:56.181105] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:56.181134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:56.181193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:56.236990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:56.237628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:56.237706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:56.237739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:56.338302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:56.338440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:56.338480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:56.338508] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:56.341807] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-18T20:28:56.342075] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-18T20:28:56.342212] [INFO ] [sig       ] PBFS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:56.492064] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PBFS.txt
[2025-12-18T20:28:56.492190] [INFO ] [sig       ] [2445/3568] Completed PBFS in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-18T20:28:56.492228] [INFO ] [sig       ] [2446/3568] Forecasting PBH...
[2025-12-18T20:28:56.492258] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-18T20:28:56.492287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-18T20:28:56.503267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-18T20:28:56.503532] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-18T20:28:56.504310] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-18T20:28:56.504362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:56.504392] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:56.504418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:56.504474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:56.562968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:56.563613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:56.563692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:56.563724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:56.679036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:56.679175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:56.679217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:56.679245] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:56.682565] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2025-12-18T20:28:56.682858] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-18T20:28:56.682985] [INFO ] [sig       ] PBH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:56.825365] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PBH.txt
[2025-12-18T20:28:56.825512] [INFO ] [sig       ] [2446/3568] Completed PBH in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-18T20:28:56.825554] [INFO ] [sig       ] [2447/3568] Forecasting PBI...
[2025-12-18T20:28:56.825601] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-18T20:28:56.825632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-18T20:28:56.836872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-18T20:28:56.837181] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-18T20:28:56.837945] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-18T20:28:56.837996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:56.838028] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:56.838054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:56.838110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:56.897732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:56.898567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:56.898664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:56.898696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:57.016762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:57.016914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:57.016974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:57.017005] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:57.020396] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=79.01%)
[2025-12-18T20:28:57.020698] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-18T20:28:57.020826] [INFO ] [sig       ] PBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:57.162307] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PBI.txt
[2025-12-18T20:28:57.162437] [INFO ] [sig       ] [2447/3568] Completed PBI in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-18T20:28:57.162476] [INFO ] [sig       ] [2448/3568] Forecasting PBM...
[2025-12-18T20:28:57.162506] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-18T20:28:57.162536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-18T20:28:57.174078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-18T20:28:57.174371] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-18T20:28:57.175163] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-18T20:28:57.175219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:57.175250] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:57.175278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:57.175335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:57.232347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:57.232975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:57.233054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:57.233087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:57.352398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:57.352568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:57.352626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:57.352653] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:57.356045] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2025-12-18T20:28:57.356328] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-18T20:28:57.356456] [INFO ] [sig       ] PBM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:57.495478] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PBM.txt
[2025-12-18T20:28:57.495615] [INFO ] [sig       ] [2448/3568] Completed PBM in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:28:57.495656] [INFO ] [sig       ] [2449/3568] Forecasting PBYI...
[2025-12-18T20:28:57.495685] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-18T20:28:57.495722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-18T20:28:57.507217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-18T20:28:57.507499] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-18T20:28:57.508267] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-18T20:28:57.508318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:57.508350] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:57.508376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:57.508433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:57.563502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:57.564168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:57.564265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:57.564297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:57.683023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:57.683173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:57.683214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:57.683241] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:57.686516] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-18T20:28:57.686802] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-18T20:28:57.686923] [INFO ] [sig       ] PBYI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:57.824505] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PBYI.txt
[2025-12-18T20:28:57.824650] [INFO ] [sig       ] [2449/3568] Completed PBYI in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:28:57.824691] [INFO ] [sig       ] [2450/3568] Forecasting PCB...
[2025-12-18T20:28:57.824719] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-18T20:28:57.824749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-18T20:28:57.835682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-18T20:28:57.835960] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-18T20:28:57.836733] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-18T20:28:57.836783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:57.836814] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:57.836841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:57.836897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:57.892634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:57.893222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:57.893322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:57.893355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:58.011697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:58.011850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:58.011892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:58.011922] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:58.015238] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=53.70%)
[2025-12-18T20:28:58.015510] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-18T20:28:58.015653] [INFO ] [sig       ] PCB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:58.156670] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PCB.txt
[2025-12-18T20:28:58.156798] [INFO ] [sig       ] [2450/3568] Completed PCB in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:28:58.156835] [INFO ] [sig       ] [2451/3568] Forecasting PCF...
[2025-12-18T20:28:58.156865] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-18T20:28:58.156894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-18T20:28:58.168256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-18T20:28:58.168561] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-18T20:28:58.169443] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-18T20:28:58.169495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:58.169538] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:58.169565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:58.169650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:58.226548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:58.227222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:58.227302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:58.227334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:58.347546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:58.347706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:58.347748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:58.347777] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:58.351109] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2025-12-18T20:28:58.351417] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-18T20:28:58.351560] [INFO ] [sig       ] PCF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:58.492872] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PCF.txt
[2025-12-18T20:28:58.492994] [INFO ] [sig       ] [2451/3568] Completed PCF in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:28:58.493032] [INFO ] [sig       ] [2452/3568] Forecasting PCG...
[2025-12-18T20:28:58.493061] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-18T20:28:58.493091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-18T20:28:58.504872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-18T20:28:58.505160] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-18T20:28:58.505945] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-18T20:28:58.505997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:58.506028] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:58.506055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:58.506112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:58.564423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:58.565239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:58.565334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:58.565367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:58.691978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:58.692127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:58.692172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:58.692201] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:58.695591] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-18T20:28:58.695868] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-18T20:28:58.695997] [INFO ] [sig       ] PCG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:58.836940] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PCG.txt
[2025-12-18T20:28:58.837085] [INFO ] [sig       ] [2452/3568] Completed PCG in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:28:58.837125] [INFO ] [sig       ] [2453/3568] Forecasting PCH...
[2025-12-18T20:28:58.837157] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-18T20:28:58.837187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-18T20:28:58.848692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-18T20:28:58.852269] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-18T20:28:58.853278] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-18T20:28:58.853331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:58.853364] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:58.853393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:58.853451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:58.911001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:58.911714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:58.911794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:58.911827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:59.033003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:59.033155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:59.033197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:59.033227] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:59.036652] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2025-12-18T20:28:59.036925] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-18T20:28:59.037050] [INFO ] [sig       ] PCH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:59.175932] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PCH.txt
[2025-12-18T20:28:59.176090] [INFO ] [sig       ] [2453/3568] Completed PCH in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:28:59.176129] [INFO ] [sig       ] [2454/3568] Forecasting PCM...
[2025-12-18T20:28:59.176159] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-18T20:28:59.176188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-18T20:28:59.186798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-18T20:28:59.187062] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-18T20:28:59.187830] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-18T20:28:59.187881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:59.187912] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:59.187939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:59.187994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:59.244994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:59.245675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:59.245754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:59.245787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:59.367130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:59.367280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:59.367323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:59.367353] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:59.370721] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-12-18T20:28:59.370998] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-18T20:28:59.371121] [INFO ] [sig       ] PCM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:28:59.511139] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PCM.txt
[2025-12-18T20:28:59.511268] [INFO ] [sig       ] [2454/3568] Completed PCM in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:28:59.511308] [INFO ] [sig       ] [2455/3568] Forecasting PCN...
[2025-12-18T20:28:59.511337] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-18T20:28:59.511373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-18T20:28:59.523194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-18T20:28:59.523503] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-18T20:28:59.524335] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-18T20:28:59.524388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:59.524421] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:59.524451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:59.524508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:59.582280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:59.582964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:59.583042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:59.583073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:28:59.703141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:28:59.703290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:28:59.703333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:28:59.703362] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:28:59.706754] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-18T20:28:59.707021] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-18T20:28:59.707140] [INFO ] [sig       ] PCN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:28:59.845198] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PCN.txt
[2025-12-18T20:28:59.845333] [INFO ] [sig       ] [2455/3568] Completed PCN in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:28:59.845371] [INFO ] [sig       ] [2456/3568] Forecasting PCQ...
[2025-12-18T20:28:59.845400] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-18T20:28:59.845430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-18T20:28:59.857112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-18T20:28:59.857456] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-18T20:28:59.858264] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-18T20:28:59.858315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:28:59.858346] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:28:59.858373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:28:59.858427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:28:59.914257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:28:59.915140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:28:59.915223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:28:59.915255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:00.035869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:00.036026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:00.036068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:00.036099] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:00.039542] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-12-18T20:29:00.039835] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-18T20:29:00.039958] [INFO ] [sig       ] PCQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:00.188186] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PCQ.txt
[2025-12-18T20:29:00.188352] [INFO ] [sig       ] [2456/3568] Completed PCQ in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:29:00.188393] [INFO ] [sig       ] [2457/3568] Forecasting PCRX...
[2025-12-18T20:29:00.188423] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-18T20:29:00.188451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-18T20:29:00.200273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-18T20:29:00.200636] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-18T20:29:00.201444] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-18T20:29:00.201497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:00.201557] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:00.201616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:00.201696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:00.259633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:00.260249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:00.260326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:00.260357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:00.391866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:00.392007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:00.392047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:00.392074] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:00.395413] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-12-18T20:29:00.395707] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-18T20:29:00.395831] [INFO ] [sig       ] PCRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:00.533321] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PCRX.txt
[2025-12-18T20:29:00.533451] [INFO ] [sig       ] [2457/3568] Completed PCRX in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:29:00.533488] [INFO ] [sig       ] [2458/3568] Forecasting PCTY...
[2025-12-18T20:29:00.533517] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-18T20:29:00.533547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-18T20:29:00.546139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-18T20:29:00.546490] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-18T20:29:00.547290] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-18T20:29:00.547341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:00.547373] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:00.547398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:00.547454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:00.608128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:00.609141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:00.609238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:00.609290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:00.732882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:00.733041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:00.733083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:00.733112] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:00.736474] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-18T20:29:00.736762] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-18T20:29:00.736887] [INFO ] [sig       ] PCTY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:00.874600] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PCTY.txt
[2025-12-18T20:29:00.874762] [INFO ] [sig       ] [2458/3568] Completed PCTY in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:29:00.874801] [INFO ] [sig       ] [2459/3568] Forecasting PCVX...
[2025-12-18T20:29:00.874831] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-18T20:29:00.874862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-18T20:29:00.887170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-18T20:29:00.887521] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-18T20:29:00.888288] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-18T20:29:00.888340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:00.888371] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:00.888397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:00.888452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:00.944347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:00.945143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:00.945223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:00.945255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:01.067473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:01.067688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:01.068553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:01.068614] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:01.072116] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=39.44%)
[2025-12-18T20:29:01.072421] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-18T20:29:01.072557] [INFO ] [sig       ] PCVX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:01.211503] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PCVX.txt
[2025-12-18T20:29:01.211677] [INFO ] [sig       ] [2459/3568] Completed PCVX in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:29:01.211719] [INFO ] [sig       ] [2460/3568] Forecasting PCYO...
[2025-12-18T20:29:01.211750] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-18T20:29:01.211780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-18T20:29:01.223380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-18T20:29:01.223769] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-18T20:29:01.224546] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-18T20:29:01.224618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:01.224650] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:01.224676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:01.224732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:01.283083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:01.284074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:01.284159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:01.284194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:01.398787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:01.398937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:01.398976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:01.399084] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:01.402359] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-12-18T20:29:01.402648] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-18T20:29:01.402770] [INFO ] [sig       ] PCYO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:01.538953] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PCYO.txt
[2025-12-18T20:29:01.539115] [INFO ] [sig       ] [2460/3568] Completed PCYO in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-18T20:29:01.539154] [INFO ] [sig       ] [2461/3568] Forecasting PD...
[2025-12-18T20:29:01.539184] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-18T20:29:01.539216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-18T20:29:01.551859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-18T20:29:01.552305] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-18T20:29:01.553313] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-18T20:29:01.553372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:01.553405] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:01.553432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:01.553499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:01.609570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:01.610398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:01.610480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:01.610514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:01.729969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:01.730135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:01.730179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:01.730208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:01.733669] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-18T20:29:01.733971] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-18T20:29:01.734108] [INFO ] [sig       ] PD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:01.879935] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PD.txt
[2025-12-18T20:29:01.880139] [INFO ] [sig       ] [2461/3568] Completed PD in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-18T20:29:01.880200] [INFO ] [sig       ] [2462/3568] Forecasting PDBC...
[2025-12-18T20:29:01.880256] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-18T20:29:01.880311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-18T20:29:01.893269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-18T20:29:01.893755] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-18T20:29:01.894815] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-18T20:29:01.894879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:01.894922] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:01.894956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:01.895077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:01.952600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:01.953435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:01.953517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:01.953551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:02.070600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:02.070762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:02.070806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:02.070835] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:02.074210] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-18T20:29:02.074492] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-18T20:29:02.074636] [INFO ] [sig       ] PDBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:02.214411] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PDBC.txt
[2025-12-18T20:29:02.214540] [INFO ] [sig       ] [2462/3568] Completed PDBC in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-18T20:29:02.214595] [INFO ] [sig       ] [2463/3568] Forecasting PDD...
[2025-12-18T20:29:02.214626] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-18T20:29:02.214657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-18T20:29:02.226322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-18T20:29:02.226645] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-18T20:29:02.227422] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-18T20:29:02.227473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:02.227504] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:02.227532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:02.227608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:02.284495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:02.285396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:02.285485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:02.285516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:02.409617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:02.409773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:02.409815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:02.409844] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:02.413204] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=48.25%)
[2025-12-18T20:29:02.413481] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-18T20:29:02.413625] [INFO ] [sig       ] PDD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:02.563567] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PDD.txt
[2025-12-18T20:29:02.563754] [INFO ] [sig       ] [2463/3568] Completed PDD in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-18T20:29:02.563794] [INFO ] [sig       ] [2464/3568] Forecasting PDEX...
[2025-12-18T20:29:02.563825] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-18T20:29:02.563854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-18T20:29:02.575499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-18T20:29:02.575929] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-18T20:29:02.576741] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-18T20:29:02.576807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:02.576839] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:02.576866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:02.576924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:02.635964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:02.636956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:02.637043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:02.637077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:02.769157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:02.769318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:02.769360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:02.769387] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:02.772765] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-18T20:29:02.773064] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-18T20:29:02.773196] [INFO ] [sig       ] PDEX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:02.917962] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PDEX.txt
[2025-12-18T20:29:02.918146] [INFO ] [sig       ] [2464/3568] Completed PDEX in 0.4s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-18T20:29:02.918196] [INFO ] [sig       ] [2465/3568] Forecasting PDFS...
[2025-12-18T20:29:02.918229] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-18T20:29:02.918261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-18T20:29:02.930269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-18T20:29:02.930684] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-18T20:29:02.931524] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-18T20:29:02.931608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:02.931658] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:02.931701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:02.931767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:02.992756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:02.993739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:02.993826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:02.993860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:03.118785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:03.118950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:03.119022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:03.119063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:03.122628] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=31.19%)
[2025-12-18T20:29:03.122910] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-18T20:29:03.123039] [INFO ] [sig       ] PDFS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:03.262399] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PDFS.txt
[2025-12-18T20:29:03.262563] [INFO ] [sig       ] [2465/3568] Completed PDFS in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-18T20:29:03.262621] [INFO ] [sig       ] [2466/3568] Forecasting PDI...
[2025-12-18T20:29:03.262652] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-18T20:29:03.262682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-18T20:29:03.274336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-18T20:29:03.274693] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-18T20:29:03.275447] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-18T20:29:03.275498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:03.275529] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:03.275556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:03.275631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:03.331563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:03.332265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:03.332343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:03.332374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:03.449876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:03.450030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:03.450070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:03.450098] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:03.453373] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-18T20:29:03.453658] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-18T20:29:03.453778] [INFO ] [sig       ] PDI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:03.591380] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PDI.txt
[2025-12-18T20:29:03.591540] [INFO ] [sig       ] [2466/3568] Completed PDI in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:03.591602] [INFO ] [sig       ] [2467/3568] Forecasting PDLB...
[2025-12-18T20:29:03.591637] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-18T20:29:03.591669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-18T20:29:03.603049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-18T20:29:03.603407] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-18T20:29:03.604193] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-18T20:29:03.604246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:03.604277] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:03.604306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:03.604364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:03.661723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:03.662655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:03.662777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:03.662813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:03.789683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:03.789843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:03.789885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:03.789915] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:03.793368] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-18T20:29:03.793678] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-18T20:29:03.793811] [INFO ] [sig       ] PDLB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:03.938208] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PDLB.txt
[2025-12-18T20:29:03.938351] [INFO ] [sig       ] [2467/3568] Completed PDLB in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:03.938396] [INFO ] [sig       ] [2468/3568] Forecasting PDM...
[2025-12-18T20:29:03.938428] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-18T20:29:03.938458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-18T20:29:03.950130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-18T20:29:03.950469] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-18T20:29:03.951288] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-18T20:29:03.951351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:03.951390] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:03.951418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:03.951477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:04.008919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:04.009804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:04.009886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:04.009919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:04.130183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:04.130345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:04.130389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:04.130418] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:04.133818] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=38.91%)
[2025-12-18T20:29:04.134091] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-18T20:29:04.134214] [INFO ] [sig       ] PDM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:04.277810] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PDM.txt
[2025-12-18T20:29:04.277983] [INFO ] [sig       ] [2468/3568] Completed PDM in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:04.278030] [INFO ] [sig       ] [2469/3568] Forecasting PDO...
[2025-12-18T20:29:04.278067] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-18T20:29:04.278103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-18T20:29:04.290096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-18T20:29:04.290410] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-18T20:29:04.291190] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-18T20:29:04.291241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:04.291278] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:04.291310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:04.291379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:04.347486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:04.348230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:04.348311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:04.348344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:04.462407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:04.462560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:04.462622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:04.462650] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:04.465940] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-18T20:29:04.466226] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-18T20:29:04.466346] [INFO ] [sig       ] PDO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:04.611152] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PDO.txt
[2025-12-18T20:29:04.611300] [INFO ] [sig       ] [2469/3568] Completed PDO in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:04.611339] [INFO ] [sig       ] [2470/3568] Forecasting PDP...
[2025-12-18T20:29:04.611370] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-18T20:29:04.611400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-18T20:29:04.623670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-18T20:29:04.624109] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-18T20:29:04.624952] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-18T20:29:04.625006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:04.625037] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:04.625063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:04.625119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:04.683363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:04.684159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:04.684242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:04.684274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:04.801324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:04.801476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:04.801521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:04.801551] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:04.805046] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-12-18T20:29:04.805350] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-18T20:29:04.805482] [INFO ] [sig       ] PDP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:04.943474] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PDP.txt
[2025-12-18T20:29:04.943690] [INFO ] [sig       ] [2470/3568] Completed PDP in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:04.943733] [INFO ] [sig       ] [2471/3568] Forecasting PDS...
[2025-12-18T20:29:04.943764] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-18T20:29:04.943793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-18T20:29:04.955019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-18T20:29:04.955288] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-18T20:29:04.956051] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-18T20:29:04.956102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:04.956133] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:04.956159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:04.956215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:05.011381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:05.012014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:05.012090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:05.012122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:05.130540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:05.130701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:05.130773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:05.130805] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:05.134032] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-12-18T20:29:05.134295] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-18T20:29:05.134413] [INFO ] [sig       ] PDS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:05.270566] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PDS.txt
[2025-12-18T20:29:05.270734] [INFO ] [sig       ] [2471/3568] Completed PDS in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:05.270773] [INFO ] [sig       ] [2472/3568] Forecasting PDX...
[2025-12-18T20:29:05.270804] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-18T20:29:05.270834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-18T20:29:05.282514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-18T20:29:05.282813] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-18T20:29:05.283547] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-18T20:29:05.283616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:05.283647] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:05.283674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:05.283729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:05.339030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:05.339652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:05.339728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:05.339760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:05.457492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:05.457644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:05.457683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:05.457712] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:05.460912] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-18T20:29:05.461188] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-18T20:29:05.461313] [INFO ] [sig       ] PDX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:05.597962] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PDX.txt
[2025-12-18T20:29:05.598081] [INFO ] [sig       ] [2472/3568] Completed PDX in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:05.598118] [INFO ] [sig       ] [2473/3568] Forecasting PDYN...
[2025-12-18T20:29:05.598147] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-18T20:29:05.598175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-18T20:29:05.609968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-18T20:29:05.610293] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-18T20:29:05.611088] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-18T20:29:05.611140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:05.611171] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:05.611197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:05.611253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:05.666956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:05.667601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:05.667680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:05.667711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:05.788837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:05.789032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:05.789079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:05.789109] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:05.792503] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=60.05%)
[2025-12-18T20:29:05.792797] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-18T20:29:05.792925] [INFO ] [sig       ] PDYN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:05.927835] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PDYN.txt
[2025-12-18T20:29:05.927974] [INFO ] [sig       ] [2473/3568] Completed PDYN in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:05.928013] [INFO ] [sig       ] [2474/3568] Forecasting PEB...
[2025-12-18T20:29:05.928043] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-18T20:29:05.928072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-18T20:29:05.940149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-18T20:29:05.940489] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-18T20:29:05.941328] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-18T20:29:05.941382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:05.941444] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:05.941472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:05.941529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:05.997756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:05.998365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:05.998445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:05.998477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:06.120664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:06.120811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:06.120851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:06.120879] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:06.124139] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-18T20:29:06.124410] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-18T20:29:06.124528] [INFO ] [sig       ] PEB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:06.263736] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PEB.txt
[2025-12-18T20:29:06.263892] [INFO ] [sig       ] [2474/3568] Completed PEB in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:06.263933] [INFO ] [sig       ] [2475/3568] Forecasting PEBK...
[2025-12-18T20:29:06.263963] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-18T20:29:06.263995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-18T20:29:06.274033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-18T20:29:06.274324] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-18T20:29:06.275118] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-18T20:29:06.275170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:06.275217] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:06.275245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:06.275302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:06.333630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:06.334477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:06.334563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:06.334617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:06.430036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:06.430192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:06.430233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:06.430261] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:06.433587] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-18T20:29:06.433861] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-18T20:29:06.434011] [INFO ] [sig       ] PEBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:06.572816] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PEBK.txt
[2025-12-18T20:29:06.572969] [INFO ] [sig       ] [2475/3568] Completed PEBK in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:06.573008] [INFO ] [sig       ] [2476/3568] Forecasting PEBO...
[2025-12-18T20:29:06.573039] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-18T20:29:06.573068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-18T20:29:06.584490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-18T20:29:06.584837] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-18T20:29:06.585601] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-18T20:29:06.585651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:06.585683] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:06.585709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:06.585764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:06.643764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:06.644621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:06.644706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:06.644739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:06.763056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:06.763211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:06.763254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:06.763283] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:06.766710] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=13.82%)
[2025-12-18T20:29:06.766986] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-18T20:29:06.767112] [INFO ] [sig       ] PEBO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:06.905549] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PEBO.txt
[2025-12-18T20:29:06.905719] [INFO ] [sig       ] [2476/3568] Completed PEBO in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:06.905758] [INFO ] [sig       ] [2477/3568] Forecasting PECO...
[2025-12-18T20:29:06.905787] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-18T20:29:06.905818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-18T20:29:06.920180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-18T20:29:06.920709] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-18T20:29:06.921777] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-18T20:29:06.921842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:06.921881] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:06.921913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:06.921988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:06.978750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:06.979681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:06.979767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:06.979801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:07.110157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:07.110309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:07.110360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:07.110435] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:07.113803] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-18T20:29:07.114079] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-18T20:29:07.114203] [INFO ] [sig       ] PECO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:07.264746] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PECO.txt
[2025-12-18T20:29:07.264880] [INFO ] [sig       ] [2477/3568] Completed PECO in 0.4s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:07.264918] [INFO ] [sig       ] [2478/3568] Forecasting PEG...
[2025-12-18T20:29:07.264947] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-18T20:29:07.264977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-18T20:29:07.276306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-18T20:29:07.276640] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-18T20:29:07.277386] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-18T20:29:07.277438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:07.277470] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:07.277496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:07.277551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:07.333152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:07.333876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:07.333962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:07.333994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:07.453127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:07.453280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:07.453321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:07.453349] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:07.456632] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=85.41%)
[2025-12-18T20:29:07.456899] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-18T20:29:07.457018] [INFO ] [sig       ] PEG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:07.594943] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PEG.txt
[2025-12-18T20:29:07.595117] [INFO ] [sig       ] [2478/3568] Completed PEG in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-18T20:29:07.595163] [INFO ] [sig       ] [2479/3568] Forecasting PEGA...
[2025-12-18T20:29:07.595201] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-18T20:29:07.595233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-18T20:29:07.607560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-18T20:29:07.608017] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-18T20:29:07.608892] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-18T20:29:07.608950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:07.608985] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:07.609043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:07.609109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:07.665775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:07.666694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:07.666786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:07.666819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:07.789440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:07.789617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:07.789662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:07.789691] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:07.793076] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-18T20:29:07.793357] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-18T20:29:07.793485] [INFO ] [sig       ] PEGA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:07.931650] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PEGA.txt
[2025-12-18T20:29:07.931802] [INFO ] [sig       ] [2479/3568] Completed PEGA in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-18T20:29:07.931842] [INFO ] [sig       ] [2480/3568] Forecasting PEN...
[2025-12-18T20:29:07.931873] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-18T20:29:07.931904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-18T20:29:07.944115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-18T20:29:07.944511] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-18T20:29:07.945317] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-18T20:29:07.945369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:07.945403] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:07.945430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:07.945487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:08.005916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:08.006782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:08.006869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:08.006902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:08.131948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:08.132104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:08.132148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:08.132179] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:08.135821] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-18T20:29:08.136141] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-18T20:29:08.136285] [INFO ] [sig       ] PEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:08.281423] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PEN.txt
[2025-12-18T20:29:08.281593] [INFO ] [sig       ] [2480/3568] Completed PEN in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-18T20:29:08.281635] [INFO ] [sig       ] [2481/3568] Forecasting PENN...
[2025-12-18T20:29:08.281667] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-18T20:29:08.281697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-18T20:29:08.294083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-18T20:29:08.294410] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-18T20:29:08.295203] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-18T20:29:08.295255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:08.295287] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:08.295313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:08.295370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:08.351263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:08.351965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:08.352043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:08.352076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:08.466499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:08.466682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:08.466726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:08.466754] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:08.470068] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=59.85%)
[2025-12-18T20:29:08.470347] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-18T20:29:08.470471] [INFO ] [sig       ] PENN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:08.606900] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PENN.txt
[2025-12-18T20:29:08.607044] [INFO ] [sig       ] [2481/3568] Completed PENN in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-18T20:29:08.607085] [INFO ] [sig       ] [2482/3568] Forecasting PEO...
[2025-12-18T20:29:08.607116] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-18T20:29:08.607148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-18T20:29:08.621644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-18T20:29:08.622046] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-18T20:29:08.623110] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-18T20:29:08.623176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:08.623218] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:08.623252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:08.623331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:08.681845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:08.682714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:08.682794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:08.682827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:08.796145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:08.796261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:08.796300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:08.796345] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:08.799533] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-12-18T20:29:08.799814] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-18T20:29:08.799934] [INFO ] [sig       ] PEO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:08.935481] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PEO.txt
[2025-12-18T20:29:08.935615] [INFO ] [sig       ] [2482/3568] Completed PEO in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-18T20:29:08.935655] [INFO ] [sig       ] [2483/3568] Forecasting PEP...
[2025-12-18T20:29:08.935684] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-18T20:29:08.935714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-18T20:29:08.947826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-18T20:29:08.948131] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-18T20:29:08.948894] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-18T20:29:08.948944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:08.948974] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:08.949017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:08.949074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:09.004040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:09.004662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:09.004738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:09.004770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:09.122647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:09.122806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:09.122847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:09.122875] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:09.126132] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-18T20:29:09.126406] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-18T20:29:09.126531] [INFO ] [sig       ] PEP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:09.262484] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PEP.txt
[2025-12-18T20:29:09.262613] [INFO ] [sig       ] [2483/3568] Completed PEP in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:09.262652] [INFO ] [sig       ] [2484/3568] Forecasting PEPG...
[2025-12-18T20:29:09.262681] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-18T20:29:09.262709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-18T20:29:09.273889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-18T20:29:09.274155] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-18T20:29:09.274917] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-18T20:29:09.274968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:09.275000] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:09.275027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:09.275083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:09.330681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:09.331257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:09.331357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:09.331401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:09.445867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:09.446021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:09.446063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:09.446091] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:09.449355] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-18T20:29:09.449639] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-18T20:29:09.449764] [INFO ] [sig       ] PEPG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:09.589275] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PEPG.txt
[2025-12-18T20:29:09.589410] [INFO ] [sig       ] [2484/3568] Completed PEPG in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:09.589448] [INFO ] [sig       ] [2485/3568] Forecasting PERF...
[2025-12-18T20:29:09.589481] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-18T20:29:09.589512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-18T20:29:09.601116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-18T20:29:09.601463] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-18T20:29:09.602231] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-18T20:29:09.602282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:09.602314] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:09.602340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:09.602396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:09.660259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:09.661051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:09.661128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:09.661160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:09.774585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:09.774685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:09.774720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:09.774748] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:09.777806] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=47.26%)
[2025-12-18T20:29:09.778065] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-18T20:29:09.778183] [INFO ] [sig       ] PERF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:09.914925] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PERF.txt
[2025-12-18T20:29:09.915041] [INFO ] [sig       ] [2485/3568] Completed PERF in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:09.915079] [INFO ] [sig       ] [2486/3568] Forecasting PERI...
[2025-12-18T20:29:09.915108] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-18T20:29:09.915138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-18T20:29:09.926561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-18T20:29:09.926857] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-18T20:29:09.927608] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-18T20:29:09.927659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:09.927690] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:09.927717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:09.927783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:09.983440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:09.984034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:09.984128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:09.984159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:10.099598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:10.099716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:10.099754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:10.099782] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:10.102918] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-18T20:29:10.103182] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-18T20:29:10.103300] [INFO ] [sig       ] PERI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:10.240668] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PERI.txt
[2025-12-18T20:29:10.240773] [INFO ] [sig       ] [2486/3568] Completed PERI in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:10.240809] [INFO ] [sig       ] [2487/3568] Forecasting PESI...
[2025-12-18T20:29:10.240837] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-18T20:29:10.240866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-18T20:29:10.252484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-18T20:29:10.252788] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-18T20:29:10.253512] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-18T20:29:10.253562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:10.253616] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:10.253643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:10.253698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:10.309856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:10.310444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:10.310521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:10.310552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:10.434855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:10.434956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:10.434992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:10.435020] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:10.438088] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=60.13%)
[2025-12-18T20:29:10.438349] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-18T20:29:10.438468] [INFO ] [sig       ] PESI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:10.574961] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PESI.txt
[2025-12-18T20:29:10.575094] [INFO ] [sig       ] [2487/3568] Completed PESI in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:10.575132] [INFO ] [sig       ] [2488/3568] Forecasting PETS...
[2025-12-18T20:29:10.575161] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-18T20:29:10.575191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-18T20:29:10.585998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-18T20:29:10.586259] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-18T20:29:10.587018] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-18T20:29:10.587068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:10.587099] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:10.587126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:10.587181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:10.643246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:10.643881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:10.643960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:10.643992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:10.763541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:10.763700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:10.763741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:10.763769] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:10.767005] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=51.65%)
[2025-12-18T20:29:10.767272] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-18T20:29:10.767392] [INFO ] [sig       ] PETS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:10.958590] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PETS.txt
[2025-12-18T20:29:10.958724] [INFO ] [sig       ] [2488/3568] Completed PETS in 0.4s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:10.958762] [INFO ] [sig       ] [2489/3568] Forecasting PEY...
[2025-12-18T20:29:10.958792] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-18T20:29:10.958822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-18T20:29:10.970123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-18T20:29:10.970402] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-18T20:29:10.971158] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-18T20:29:10.971209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:10.971240] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:10.971267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:10.971323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:11.028425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:11.029095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:11.029174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:11.029205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:11.143444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:11.143606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:11.143646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:11.143676] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:11.146925] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-18T20:29:11.147192] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-18T20:29:11.147314] [INFO ] [sig       ] PEY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:11.284201] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PEY.txt
[2025-12-18T20:29:11.284315] [INFO ] [sig       ] [2489/3568] Completed PEY in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:11.284352] [INFO ] [sig       ] [2490/3568] Forecasting PFBC...
[2025-12-18T20:29:11.284381] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-18T20:29:11.284417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-18T20:29:11.295384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-18T20:29:11.295681] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-18T20:29:11.296413] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-18T20:29:11.296489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:11.296521] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:11.296548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:11.296620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:11.351333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:11.351986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:11.352063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:11.352094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:11.464040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:11.464178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:11.464218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:11.464247] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:11.467523] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2025-12-18T20:29:11.467831] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-18T20:29:11.467952] [INFO ] [sig       ] PFBC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:11.604113] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PFBC.txt
[2025-12-18T20:29:11.604245] [INFO ] [sig       ] [2490/3568] Completed PFBC in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:11.604284] [INFO ] [sig       ] [2491/3568] Forecasting PFD...
[2025-12-18T20:29:11.604313] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-18T20:29:11.604341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-18T20:29:11.615597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-18T20:29:11.615890] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-18T20:29:11.616644] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-18T20:29:11.616694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:11.616751] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:11.616778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:11.616833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:11.672454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:11.673416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:11.673500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:11.673533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:11.782796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:11.782966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:11.783012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:11.783041] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:11.786653] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-18T20:29:11.787135] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-18T20:29:11.787268] [INFO ] [sig       ] PFD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:11.927070] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PFD.txt
[2025-12-18T20:29:11.927209] [INFO ] [sig       ] [2491/3568] Completed PFD in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:11.927249] [INFO ] [sig       ] [2492/3568] Forecasting PFF...
[2025-12-18T20:29:11.927278] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-18T20:29:11.927306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-18T20:29:11.938671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-18T20:29:11.938938] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-18T20:29:11.939737] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-18T20:29:11.939787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:11.939818] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:11.939844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:11.939899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:11.994949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:11.995545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:11.995638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:11.995670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:12.117313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:12.117470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:12.117515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:12.117545] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:12.120936] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=25.70%)
[2025-12-18T20:29:12.121200] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-18T20:29:12.121319] [INFO ] [sig       ] PFF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:12.261416] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PFF.txt
[2025-12-18T20:29:12.261609] [INFO ] [sig       ] [2492/3568] Completed PFF in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:12.261657] [INFO ] [sig       ] [2493/3568] Forecasting PFG...
[2025-12-18T20:29:12.261689] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-18T20:29:12.261718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-18T20:29:12.273229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-18T20:29:12.273596] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-18T20:29:12.274358] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-18T20:29:12.274410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:12.274442] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:12.274469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:12.274525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:12.330605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:12.331432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:12.331511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:12.331543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:12.450112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:12.450267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:12.450309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:12.450337] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:12.453767] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=50.31%)
[2025-12-18T20:29:12.454107] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-18T20:29:12.454243] [INFO ] [sig       ] PFG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:12.593818] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PFG.txt
[2025-12-18T20:29:12.593978] [INFO ] [sig       ] [2493/3568] Completed PFG in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:12.594018] [INFO ] [sig       ] [2494/3568] Forecasting PFGC...
[2025-12-18T20:29:12.594048] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-18T20:29:12.594078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-18T20:29:12.609650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-18T20:29:12.610049] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-18T20:29:12.610893] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-18T20:29:12.610947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:12.610981] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:12.611009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:12.611068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:12.668291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:12.669203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:12.669296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:12.669331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:12.794098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:12.794256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:12.794302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:12.794367] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:12.798975] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-18T20:29:12.799309] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-18T20:29:12.799446] [INFO ] [sig       ] PFGC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:12.940356] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PFGC.txt
[2025-12-18T20:29:12.940509] [INFO ] [sig       ] [2494/3568] Completed PFGC in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:12.940551] [INFO ] [sig       ] [2495/3568] Forecasting PFH...
[2025-12-18T20:29:12.940599] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-18T20:29:12.940632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-18T20:29:12.952709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-18T20:29:12.953082] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-18T20:29:12.953886] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-18T20:29:12.953939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:12.953970] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:12.953997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:12.954053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:13.015157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:13.016081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:13.016168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:13.016203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:13.136363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:13.136535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:13.136594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:13.136626] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:13.139942] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=75.42%)
[2025-12-18T20:29:13.140219] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-18T20:29:13.140348] [INFO ] [sig       ] PFH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:13.279640] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PFH.txt
[2025-12-18T20:29:13.279792] [INFO ] [sig       ] [2495/3568] Completed PFH in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:13.279830] [INFO ] [sig       ] [2496/3568] Forecasting PFIS...
[2025-12-18T20:29:13.279860] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-18T20:29:13.279890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-18T20:29:13.297881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-18T20:29:13.298311] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-18T20:29:13.299357] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-18T20:29:13.299424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:13.299469] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:13.299505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:13.299605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:13.364826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:13.365750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:13.365836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:13.365870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:13.479730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:13.479883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:13.479925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:13.479955] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:13.483261] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-12-18T20:29:13.483533] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-18T20:29:13.483676] [INFO ] [sig       ] PFIS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:13.623944] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PFIS.txt
[2025-12-18T20:29:13.624091] [INFO ] [sig       ] [2496/3568] Completed PFIS in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-18T20:29:13.624129] [INFO ] [sig       ] [2497/3568] Forecasting PFL...
[2025-12-18T20:29:13.624159] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-18T20:29:13.624191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-18T20:29:13.635781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-18T20:29:13.636119] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-18T20:29:13.637128] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-18T20:29:13.637179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:13.637210] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:13.637235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:13.637291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:13.693687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:13.694353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:13.694432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:13.694463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:13.813896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:13.814049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:13.814090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:13.814118] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:13.817483] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-18T20:29:13.817808] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-18T20:29:13.817934] [INFO ] [sig       ] PFL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:13.956786] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PFL.txt
[2025-12-18T20:29:13.956915] [INFO ] [sig       ] [2497/3568] Completed PFL in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-18T20:29:13.956953] [INFO ] [sig       ] [2498/3568] Forecasting PFM...
[2025-12-18T20:29:13.956982] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-18T20:29:13.957012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-18T20:29:13.968053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-18T20:29:13.968328] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-18T20:29:13.969125] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-18T20:29:13.969176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:13.969207] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:13.969233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:13.969289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:14.025609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:14.026425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:14.026506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:14.026538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:14.148319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:14.148473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:14.148516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:14.148545] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:14.151886] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-18T20:29:14.152156] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-18T20:29:14.152277] [INFO ] [sig       ] PFM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:14.291487] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PFM.txt
[2025-12-18T20:29:14.291659] [INFO ] [sig       ] [2498/3568] Completed PFM in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-18T20:29:14.291700] [INFO ] [sig       ] [2499/3568] Forecasting PFN...
[2025-12-18T20:29:14.291730] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-18T20:29:14.291760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-18T20:29:14.302980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-18T20:29:14.303317] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-18T20:29:14.304129] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-18T20:29:14.304181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:14.304223] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:14.304251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:14.304306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:14.361201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:14.362041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:14.362127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:14.362160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:14.482009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:14.482168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:14.482212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:14.482242] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:14.485525] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-12-18T20:29:14.485833] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-18T20:29:14.485961] [INFO ] [sig       ] PFN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:14.628294] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PFN.txt
[2025-12-18T20:29:14.628442] [INFO ] [sig       ] [2499/3568] Completed PFN in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-18T20:29:14.628480] [INFO ] [sig       ] [2500/3568] Forecasting PFO...
[2025-12-18T20:29:14.628510] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-18T20:29:14.628540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-18T20:29:14.639615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-18T20:29:14.639909] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-18T20:29:14.640679] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-18T20:29:14.640730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:14.640761] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:14.640787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:14.640843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:14.697751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:14.698609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:14.698702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:14.698734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:14.815691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:14.815791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:14.815827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:14.815855] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:14.818893] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=37.75%)
[2025-12-18T20:29:14.819175] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-18T20:29:14.819296] [INFO ] [sig       ] PFO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:14.958680] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PFO.txt
[2025-12-18T20:29:14.958786] [INFO ] [sig       ] [2500/3568] Completed PFO in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-18T20:29:14.958823] [INFO ] [sig       ] [2501/3568] Forecasting PFS...
[2025-12-18T20:29:14.958852] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-18T20:29:14.958882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-18T20:29:14.970695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-18T20:29:14.970954] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-18T20:29:14.971714] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-18T20:29:14.971764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:14.971795] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:14.971821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:14.971877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:15.028506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:15.029124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:15.029221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:15.029253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:15.147911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:15.148010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:15.148048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:15.148077] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:15.151181] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-12-18T20:29:15.151442] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-18T20:29:15.151564] [INFO ] [sig       ] PFS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:15.290075] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PFS.txt
[2025-12-18T20:29:15.290183] [INFO ] [sig       ] [2501/3568] Completed PFS in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:15.290220] [INFO ] [sig       ] [2502/3568] Forecasting PFSI...
[2025-12-18T20:29:15.290249] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-18T20:29:15.290278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-18T20:29:15.301858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-18T20:29:15.302111] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-18T20:29:15.302898] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-18T20:29:15.302948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:15.302979] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:15.303005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:15.303061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:15.359823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:15.360389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:15.360464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:15.360495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:15.478847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:15.479018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:15.479060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:15.479088] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:15.482479] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-18T20:29:15.482786] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-18T20:29:15.482919] [INFO ] [sig       ] PFSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:15.623206] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PFSI.txt
[2025-12-18T20:29:15.623349] [INFO ] [sig       ] [2502/3568] Completed PFSI in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:15.623394] [INFO ] [sig       ] [2503/3568] Forecasting PGC...
[2025-12-18T20:29:15.623423] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-18T20:29:15.623454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-18T20:29:15.634930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-18T20:29:15.635206] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-18T20:29:15.635994] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-18T20:29:15.636044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:15.636075] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:15.636101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:15.636155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:15.693663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:15.694331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:15.694412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:15.694444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:15.812297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:15.812454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:15.812496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:15.812525] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:15.815950] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2025-12-18T20:29:15.816263] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-18T20:29:15.816397] [INFO ] [sig       ] PGC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:15.952953] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PGC.txt
[2025-12-18T20:29:15.953086] [INFO ] [sig       ] [2503/3568] Completed PGC in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:15.953123] [INFO ] [sig       ] [2504/3568] Forecasting PGEN...
[2025-12-18T20:29:15.953152] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-18T20:29:15.953180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-18T20:29:15.965272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-18T20:29:15.965584] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-18T20:29:15.966329] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-18T20:29:15.966380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:15.966411] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:15.966437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:15.966493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:16.023705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:16.024435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:16.024515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:16.024548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:16.143985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:16.144137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:16.144180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:16.144209] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:16.147507] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=34.73%)
[2025-12-18T20:29:16.147790] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-18T20:29:16.147932] [INFO ] [sig       ] PGEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:16.285393] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PGEN.txt
[2025-12-18T20:29:16.285549] [INFO ] [sig       ] [2504/3568] Completed PGEN in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:16.285608] [INFO ] [sig       ] [2505/3568] Forecasting PGJ...
[2025-12-18T20:29:16.285641] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-18T20:29:16.285671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-18T20:29:16.296995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-18T20:29:16.297294] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-18T20:29:16.298092] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-18T20:29:16.298144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:16.298176] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:16.298203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:16.298259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:16.357915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:16.358589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:16.358668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:16.358699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:16.476495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:16.476676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:16.476719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:16.476747] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:16.480021] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-12-18T20:29:16.480288] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-18T20:29:16.480409] [INFO ] [sig       ] PGJ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:16.618010] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PGJ.txt
[2025-12-18T20:29:16.618137] [INFO ] [sig       ] [2505/3568] Completed PGJ in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:16.618174] [INFO ] [sig       ] [2506/3568] Forecasting PGNY...
[2025-12-18T20:29:16.618204] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-18T20:29:16.618233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-18T20:29:16.630794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-18T20:29:16.631142] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-18T20:29:16.632019] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-18T20:29:16.632072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:16.632103] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:16.632130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:16.632185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:16.690072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:16.690733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:16.690814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:16.690846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:16.808289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:16.808453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:16.808495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:16.808540] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:16.811911] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-12-18T20:29:16.812183] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-18T20:29:16.812306] [INFO ] [sig       ] PGNY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:16.948056] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PGNY.txt
[2025-12-18T20:29:16.948171] [INFO ] [sig       ] [2506/3568] Completed PGNY in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:16.948208] [INFO ] [sig       ] [2507/3568] Forecasting PGP...
[2025-12-18T20:29:16.948238] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-18T20:29:16.948267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-18T20:29:16.959116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-18T20:29:16.959413] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-18T20:29:16.960189] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-18T20:29:16.960241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:16.960273] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:16.960303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:16.960358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:17.015265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:17.015873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:17.015952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:17.015983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:17.130016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:17.130138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:17.130176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:17.130206] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:17.133386] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-12-18T20:29:17.133675] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-18T20:29:17.133798] [INFO ] [sig       ] PGP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:17.269780] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PGP.txt
[2025-12-18T20:29:17.269900] [INFO ] [sig       ] [2507/3568] Completed PGP in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:17.269937] [INFO ] [sig       ] [2508/3568] Forecasting PGRE...
[2025-12-18T20:29:17.269965] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-18T20:29:17.269994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-18T20:29:17.280909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-18T20:29:17.281192] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-18T20:29:17.281958] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-18T20:29:17.282009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:17.282065] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:17.282093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:17.282153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:17.337045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:17.337657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:17.337743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:17.337775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:17.452083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:17.452215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:17.452254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:17.452282] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:17.455493] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=41.52%)
[2025-12-18T20:29:17.455782] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-18T20:29:17.455904] [INFO ] [sig       ] PGRE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:17.591556] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PGRE.txt
[2025-12-18T20:29:17.591685] [INFO ] [sig       ] [2508/3568] Completed PGRE in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:17.591722] [INFO ] [sig       ] [2509/3568] Forecasting PGY...
[2025-12-18T20:29:17.591752] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-18T20:29:17.591781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-18T20:29:17.603270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-18T20:29:17.603553] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-18T20:29:17.604341] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-18T20:29:17.604391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:17.604421] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:17.604446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:17.604506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:17.659823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:17.660411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:17.660489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:17.660520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:17.777830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:17.777963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:17.778004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:17.778032] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:17.781230] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-12-18T20:29:17.781494] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-18T20:29:17.781635] [INFO ] [sig       ] PGY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:17.917278] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PGY.txt
[2025-12-18T20:29:17.917391] [INFO ] [sig       ] [2509/3568] Completed PGY in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:17.917428] [INFO ] [sig       ] [2510/3568] Forecasting PGZ...
[2025-12-18T20:29:17.917457] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-18T20:29:17.917487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-18T20:29:17.928487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-18T20:29:17.928775] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-18T20:29:17.929544] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-18T20:29:17.929620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:17.929659] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:17.929695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:17.929752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:17.985140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:17.985738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:17.985813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:17.985845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:18.100817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:18.100945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:18.100983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:18.101011] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:18.104229] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-12-18T20:29:18.104496] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-18T20:29:18.104635] [INFO ] [sig       ] PGZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:18.241823] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PGZ.txt
[2025-12-18T20:29:18.241934] [INFO ] [sig       ] [2510/3568] Completed PGZ in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:18.241972] [INFO ] [sig       ] [2511/3568] Forecasting PH...
[2025-12-18T20:29:18.242000] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-18T20:29:18.242031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-18T20:29:18.253525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-18T20:29:18.253862] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-18T20:29:18.254850] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-18T20:29:18.255088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:18.255121] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:18.255147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:18.255202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:18.310503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:18.311121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:18.311197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:18.311228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:18.431263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:18.431410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:18.431451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:18.431479] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:18.434868] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-18T20:29:18.435141] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-18T20:29:18.435261] [INFO ] [sig       ] PH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:18.574507] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PH.txt
[2025-12-18T20:29:18.574692] [INFO ] [sig       ] [2511/3568] Completed PH in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:18.574736] [INFO ] [sig       ] [2512/3568] Forecasting PHG...
[2025-12-18T20:29:18.574765] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-18T20:29:18.574797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-18T20:29:18.587134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-18T20:29:18.587594] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-18T20:29:18.588470] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-18T20:29:18.588523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:18.588554] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:18.588603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:18.588684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:18.645292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:18.646263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:18.646353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:18.646386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:18.771932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:18.772084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:18.772127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:18.772155] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:18.775454] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-12-18T20:29:18.775751] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-18T20:29:18.775872] [INFO ] [sig       ] PHG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:18.918283] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PHG.txt
[2025-12-18T20:29:18.918437] [INFO ] [sig       ] [2512/3568] Completed PHG in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:18.918476] [INFO ] [sig       ] [2513/3568] Forecasting PHI...
[2025-12-18T20:29:18.918506] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-18T20:29:18.918538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-18T20:29:18.929954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-18T20:29:18.930339] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-18T20:29:18.931195] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-18T20:29:18.931247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:18.931278] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:18.931306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:18.931363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:18.988416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:18.989338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:18.989423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:18.989455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:19.107540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:19.107726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:19.107780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:19.107814] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:19.111237] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-18T20:29:19.111528] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-18T20:29:19.111696] [INFO ] [sig       ] PHI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:19.254167] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PHI.txt
[2025-12-18T20:29:19.254319] [INFO ] [sig       ] [2513/3568] Completed PHI in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:19.254357] [INFO ] [sig       ] [2514/3568] Forecasting PHIN...
[2025-12-18T20:29:19.254387] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-18T20:29:19.254423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-18T20:29:19.265868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-18T20:29:19.266225] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-18T20:29:19.267008] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-18T20:29:19.267060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:19.267091] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:19.267118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:19.267173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:19.325205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:19.326134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:19.326216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:19.326248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:19.445283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:19.445437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:19.445479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:19.445505] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:19.448881] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=66.51%)
[2025-12-18T20:29:19.449173] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-18T20:29:19.449301] [INFO ] [sig       ] PHIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:19.589345] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PHIN.txt
[2025-12-18T20:29:19.589547] [INFO ] [sig       ] [2514/3568] Completed PHIN in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-18T20:29:19.589629] [INFO ] [sig       ] [2515/3568] Forecasting PHIO...
[2025-12-18T20:29:19.589672] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-18T20:29:19.589714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-18T20:29:19.603664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-18T20:29:19.604098] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-18T20:29:19.605100] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-18T20:29:19.605162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:19.605204] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:19.605238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:19.605315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:19.665359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:19.666297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:19.666382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:19.666415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:19.805725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:19.805884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:19.805925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:19.805954] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:19.809266] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-18T20:29:19.809543] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-18T20:29:19.809687] [INFO ] [sig       ] PHIO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:19.945497] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PHIO.txt
[2025-12-18T20:29:19.945649] [INFO ] [sig       ] [2515/3568] Completed PHIO in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-18T20:29:19.945699] [INFO ] [sig       ] [2516/3568] Forecasting PHK...
[2025-12-18T20:29:19.945734] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-18T20:29:19.945769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-18T20:29:19.956957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-18T20:29:19.957237] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-18T20:29:19.958002] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-18T20:29:19.958053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:19.958084] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:19.958110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:19.958165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:20.012945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:20.013555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:20.013650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:20.013681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:20.126313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:20.126446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:20.126487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:20.126515] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:20.129820] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=85.57%)
[2025-12-18T20:29:20.130094] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-18T20:29:20.130214] [INFO ] [sig       ] PHK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:20.266428] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PHK.txt
[2025-12-18T20:29:20.266596] [INFO ] [sig       ] [2516/3568] Completed PHK in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-18T20:29:20.266637] [INFO ] [sig       ] [2517/3568] Forecasting PHM...
[2025-12-18T20:29:20.266668] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-18T20:29:20.266696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-18T20:29:20.278281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-18T20:29:20.278673] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-18T20:29:20.279512] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-18T20:29:20.279563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:20.279640] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:20.279668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:20.279727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:20.335846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:20.336753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:20.336846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:20.336880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:20.463555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:20.463743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:20.463787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:20.463816] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:20.467595] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-18T20:29:20.467983] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-18T20:29:20.468154] [INFO ] [sig       ] PHM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:20.625147] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PHM.txt
[2025-12-18T20:29:20.625375] [INFO ] [sig       ] [2517/3568] Completed PHM in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-18T20:29:20.625443] [INFO ] [sig       ] [2518/3568] Forecasting PHO...
[2025-12-18T20:29:20.625493] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-18T20:29:20.625542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-18T20:29:20.642148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-18T20:29:20.642680] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-18T20:29:20.643744] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-18T20:29:20.643819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:20.643872] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:20.643923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:20.644020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:20.733257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:20.734374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:20.734513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:20.734547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:20.897847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:20.898035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:20.898096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:20.898136] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:20.903258] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-18T20:29:20.905380] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-18T20:29:20.905720] [INFO ] [sig       ] PHO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:21.102874] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PHO.txt
[2025-12-18T20:29:21.103115] [INFO ] [sig       ] [2518/3568] Completed PHO in 0.5s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-18T20:29:21.103177] [INFO ] [sig       ] [2519/3568] Forecasting PHUN...
[2025-12-18T20:29:21.103227] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-18T20:29:21.103274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-18T20:29:21.128948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-18T20:29:21.129629] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-18T20:29:21.131051] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-18T20:29:21.131132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:21.131186] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:21.131234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:21.131328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:21.204004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:21.205199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:21.205342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:21.205380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:21.347554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:21.347748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:21.347795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:21.347828] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:21.351530] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-18T20:29:21.351895] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-18T20:29:21.352043] [INFO ] [sig       ] PHUN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:21.527928] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PHUN.txt
[2025-12-18T20:29:21.528091] [INFO ] [sig       ] [2519/3568] Completed PHUN in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:21.528131] [INFO ] [sig       ] [2520/3568] Forecasting PHVS...
[2025-12-18T20:29:21.528161] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-18T20:29:21.528190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-18T20:29:21.540445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-18T20:29:21.540838] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-18T20:29:21.541649] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-18T20:29:21.541704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:21.541736] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:21.541764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:21.541822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:21.597982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:21.598843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:21.598928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:21.598963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:21.721321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:21.721475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:21.721519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:21.721550] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:21.724892] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-18T20:29:21.725171] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-18T20:29:21.725301] [INFO ] [sig       ] PHVS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:21.862470] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PHVS.txt
[2025-12-18T20:29:21.862602] [INFO ] [sig       ] [2520/3568] Completed PHVS in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:21.862642] [INFO ] [sig       ] [2521/3568] Forecasting PI...
[2025-12-18T20:29:21.862670] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-18T20:29:21.862700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-18T20:29:21.874060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-18T20:29:21.874336] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-18T20:29:21.875107] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-18T20:29:21.875158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:21.875190] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:21.875217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:21.875274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:21.930488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:21.931112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:21.931190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:21.931222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:22.056601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:22.056749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:22.056793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:22.056823] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:22.060209] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=57.03%)
[2025-12-18T20:29:22.060484] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-18T20:29:22.060624] [INFO ] [sig       ] PI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:22.197796] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PI.txt
[2025-12-18T20:29:22.197942] [INFO ] [sig       ] [2521/3568] Completed PI in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:22.197981] [INFO ] [sig       ] [2522/3568] Forecasting PID...
[2025-12-18T20:29:22.198010] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-18T20:29:22.198040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-18T20:29:22.210017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-18T20:29:22.210284] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-18T20:29:22.211092] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-18T20:29:22.211143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:22.211173] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:22.211200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:22.211255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:22.267126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:22.268086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:22.268172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:22.268204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:22.389660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:22.389824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:22.389876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:22.389910] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:22.393338] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-18T20:29:22.393641] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-18T20:29:22.393768] [INFO ] [sig       ] PID: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:22.531636] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PID.txt
[2025-12-18T20:29:22.531752] [INFO ] [sig       ] [2522/3568] Completed PID in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:22.531789] [INFO ] [sig       ] [2523/3568] Forecasting PIE...
[2025-12-18T20:29:22.531819] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-18T20:29:22.531847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-18T20:29:22.542894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-18T20:29:22.543162] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-18T20:29:22.543922] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-18T20:29:22.543973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:22.544014] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:22.544042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:22.544097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:22.602268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:22.603038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:22.603119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:22.603152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:22.715952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:22.716102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:22.716144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:22.716173] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:22.719472] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-12-18T20:29:22.719780] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-18T20:29:22.719929] [INFO ] [sig       ] PIE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:22.857785] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PIE.txt
[2025-12-18T20:29:22.857923] [INFO ] [sig       ] [2523/3568] Completed PIE in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:22.857961] [INFO ] [sig       ] [2524/3568] Forecasting PII...
[2025-12-18T20:29:22.857991] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-18T20:29:22.858020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-18T20:29:22.870357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-18T20:29:22.870680] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-18T20:29:22.871475] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-18T20:29:22.871528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:22.871561] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:22.871609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:22.871668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:22.929267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:22.929960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:22.930039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:22.930072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:23.047667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:23.047797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:23.047836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:23.047865] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:23.051151] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=13.82%)
[2025-12-18T20:29:23.051419] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-18T20:29:23.051540] [INFO ] [sig       ] PII: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:23.189387] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PII.txt
[2025-12-18T20:29:23.189503] [INFO ] [sig       ] [2524/3568] Completed PII in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:23.189540] [INFO ] [sig       ] [2525/3568] Forecasting PIM...
[2025-12-18T20:29:23.189583] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-18T20:29:23.189617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-18T20:29:23.200630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-18T20:29:23.200912] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-18T20:29:23.201687] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-18T20:29:23.201739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:23.201801] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:23.201830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:23.201887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:23.259112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:23.259792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:23.259885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:23.259926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:23.373192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:23.373343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:23.373385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:23.373414] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:23.376680] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=69.75%)
[2025-12-18T20:29:23.376955] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-18T20:29:23.377074] [INFO ] [sig       ] PIM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:23.515594] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PIM.txt
[2025-12-18T20:29:23.515717] [INFO ] [sig       ] [2525/3568] Completed PIM in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:23.515761] [INFO ] [sig       ] [2526/3568] Forecasting PINE...
[2025-12-18T20:29:23.515796] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-18T20:29:23.515832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-18T20:29:23.527460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-18T20:29:23.527796] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-18T20:29:23.528591] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-18T20:29:23.528642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:23.528675] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:23.528702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:23.528760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:23.586353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:23.587070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:23.587148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:23.587179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:23.705634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:23.705790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:23.705834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:23.705863] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:23.709268] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-12-18T20:29:23.709554] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-18T20:29:23.709695] [INFO ] [sig       ] PINE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:23.848552] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PINE.txt
[2025-12-18T20:29:23.848725] [INFO ] [sig       ] [2526/3568] Completed PINE in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:23.848770] [INFO ] [sig       ] [2527/3568] Forecasting PINS...
[2025-12-18T20:29:23.848800] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-18T20:29:23.848830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-18T20:29:23.861266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-18T20:29:23.861746] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-18T20:29:23.862632] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-18T20:29:23.862692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:23.862726] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:23.862754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:23.862811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:23.921960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:23.922876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:23.922966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:23.922999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:24.050490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:24.050690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:24.050734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:24.050763] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:24.054560] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-18T20:29:24.054957] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-18T20:29:24.055101] [INFO ] [sig       ] PINS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:24.199730] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PINS.txt
[2025-12-18T20:29:24.199935] [INFO ] [sig       ] [2527/3568] Completed PINS in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:24.199991] [INFO ] [sig       ] [2528/3568] Forecasting PK...
[2025-12-18T20:29:24.200029] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-18T20:29:24.200061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-18T20:29:24.212654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-18T20:29:24.213063] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-18T20:29:24.213989] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-18T20:29:24.214057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:24.214094] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:24.214121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:24.214178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:24.274329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:24.275208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:24.275294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:24.275328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:24.403918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:24.404076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:24.404117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:24.404185] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:24.407511] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=24.72%)
[2025-12-18T20:29:24.407845] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-18T20:29:24.408023] [INFO ] [sig       ] PK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:24.553927] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PK.txt
[2025-12-18T20:29:24.554083] [INFO ] [sig       ] [2528/3568] Completed PK in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:24.554125] [INFO ] [sig       ] [2529/3568] Forecasting PKBK...
[2025-12-18T20:29:24.554157] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-18T20:29:24.554187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-18T20:29:24.566475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-18T20:29:24.566895] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-18T20:29:24.567772] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-18T20:29:24.567841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:24.567881] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:24.567915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:24.567973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:24.629303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:24.630206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:24.630294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:24.630327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:24.744614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:24.744776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:24.744821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:24.744852] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:24.748297] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-18T20:29:24.748637] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-18T20:29:24.748782] [INFO ] [sig       ] PKBK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:24.885833] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PKBK.txt
[2025-12-18T20:29:24.885993] [INFO ] [sig       ] [2529/3568] Completed PKBK in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:24.886033] [INFO ] [sig       ] [2530/3568] Forecasting PKE...
[2025-12-18T20:29:24.886064] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-18T20:29:24.886095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-18T20:29:24.898466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-18T20:29:24.898828] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-18T20:29:24.899798] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-18T20:29:24.899853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:24.899886] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:24.899915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:24.899981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:24.967346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:24.968215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:24.968309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:24.968351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:25.114953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:25.115116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:25.115162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:25.115212] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:25.119503] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-12-18T20:29:25.119881] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-18T20:29:25.120040] [INFO ] [sig       ] PKE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:25.272102] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PKE.txt
[2025-12-18T20:29:25.272251] [INFO ] [sig       ] [2530/3568] Completed PKE in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:25.272296] [INFO ] [sig       ] [2531/3568] Forecasting PKG...
[2025-12-18T20:29:25.272333] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-18T20:29:25.272374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-18T20:29:25.287060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-18T20:29:25.287469] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-18T20:29:25.288822] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-18T20:29:25.288889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:25.288940] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:25.288985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:25.289100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:25.349551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:25.350451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:25.350541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:25.350594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:25.474997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:25.475162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:25.475215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:25.475249] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:25.478910] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=14.39%)
[2025-12-18T20:29:25.479270] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-18T20:29:25.479419] [INFO ] [sig       ] PKG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:25.624494] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PKG.txt
[2025-12-18T20:29:25.624687] [INFO ] [sig       ] [2531/3568] Completed PKG in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-18T20:29:25.624736] [INFO ] [sig       ] [2532/3568] Forecasting PKOH...
[2025-12-18T20:29:25.624771] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-18T20:29:25.624805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-18T20:29:25.636498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-18T20:29:25.636835] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-18T20:29:25.637629] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-18T20:29:25.637681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:25.637714] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:25.637743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:25.637801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:25.693751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:25.694357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:25.694433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:25.694479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:25.812837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:25.812979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:25.813019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:25.813048] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:25.816271] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-12-18T20:29:25.816542] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-18T20:29:25.816682] [INFO ] [sig       ] PKOH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:25.952053] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PKOH.txt
[2025-12-18T20:29:25.952174] [INFO ] [sig       ] [2532/3568] Completed PKOH in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-18T20:29:25.952224] [INFO ] [sig       ] [2533/3568] Forecasting PKX...
[2025-12-18T20:29:25.952254] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-18T20:29:25.952284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-18T20:29:25.963967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-18T20:29:25.964271] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-18T20:29:25.965036] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-18T20:29:25.965087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:25.965118] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:25.965145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:25.965201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:26.020488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:26.021118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:26.021202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:26.021233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:26.139422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:26.139590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:26.139634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:26.139663] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:26.142938] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-18T20:29:26.143210] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-18T20:29:26.143331] [INFO ] [sig       ] PKX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:26.280441] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PKX.txt
[2025-12-18T20:29:26.280615] [INFO ] [sig       ] [2533/3568] Completed PKX in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-18T20:29:26.280656] [INFO ] [sig       ] [2534/3568] Forecasting PL...
[2025-12-18T20:29:26.280686] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-18T20:29:26.280717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-18T20:29:26.291823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-18T20:29:26.292152] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-18T20:29:26.292921] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-18T20:29:26.292972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:26.293003] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:26.293043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:26.293100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:26.348808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:26.349655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:26.349737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:26.349768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:26.470557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:26.470730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:26.470772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:26.470801] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:26.474089] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=77.47%)
[2025-12-18T20:29:26.474367] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-18T20:29:26.474489] [INFO ] [sig       ] PL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:26.619529] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PL.txt
[2025-12-18T20:29:26.619700] [INFO ] [sig       ] [2534/3568] Completed PL in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-18T20:29:26.619756] [INFO ] [sig       ] [2535/3568] Forecasting PLAB...
[2025-12-18T20:29:26.619802] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-18T20:29:26.619848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-18T20:29:26.632783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-18T20:29:26.633282] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-18T20:29:26.634329] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-18T20:29:26.634382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:26.634414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:26.634442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:26.634499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:26.691749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:26.692435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:26.692547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:26.692606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:26.820166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:26.820324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:26.820366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:26.820394] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:26.824334] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-12-18T20:29:26.824649] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-18T20:29:26.824778] [INFO ] [sig       ] PLAB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:26.966277] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PLAB.txt
[2025-12-18T20:29:26.966430] [INFO ] [sig       ] [2535/3568] Completed PLAB in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-18T20:29:26.966470] [INFO ] [sig       ] [2536/3568] Forecasting PLAY...
[2025-12-18T20:29:26.966500] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-18T20:29:26.966531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-18T20:29:26.977804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-18T20:29:26.978164] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-18T20:29:26.978957] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-18T20:29:26.979031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:26.979065] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:26.979091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:26.979147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:27.038029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:27.038872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:27.038953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:27.038986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:27.160609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:27.160762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:27.160804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:27.160838] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:27.164121] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-12-18T20:29:27.164398] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-18T20:29:27.164517] [INFO ] [sig       ] PLAY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:27.301348] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PLAY.txt
[2025-12-18T20:29:27.301492] [INFO ] [sig       ] [2536/3568] Completed PLAY in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:27.301531] [INFO ] [sig       ] [2537/3568] Forecasting PLBC...
[2025-12-18T20:29:27.301559] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-18T20:29:27.301610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-18T20:29:27.312715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-18T20:29:27.313046] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-18T20:29:27.313826] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-18T20:29:27.313881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:27.313912] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:27.313938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:27.313994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:27.370490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:27.371257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:27.371342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:27.371375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:27.480061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:27.480213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:27.480255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:27.480283] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:27.483590] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=17.15%)
[2025-12-18T20:29:27.483864] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-18T20:29:27.483993] [INFO ] [sig       ] PLBC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:27.622844] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PLBC.txt
[2025-12-18T20:29:27.622997] [INFO ] [sig       ] [2537/3568] Completed PLBC in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:27.623036] [INFO ] [sig       ] [2538/3568] Forecasting PLBY...
[2025-12-18T20:29:27.623064] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-18T20:29:27.623102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-18T20:29:27.635616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-18T20:29:27.635994] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-18T20:29:27.636779] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-18T20:29:27.636829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:27.636860] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:27.636887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:27.636943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:27.693313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:27.693999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:27.694080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:27.694111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:27.815362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:27.815517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:27.815560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:27.815609] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:27.818945] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-18T20:29:27.819242] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-18T20:29:27.819372] [INFO ] [sig       ] PLBY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:27.963710] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PLBY.txt
[2025-12-18T20:29:27.963892] [INFO ] [sig       ] [2538/3568] Completed PLBY in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:27.963934] [INFO ] [sig       ] [2539/3568] Forecasting PLCE...
[2025-12-18T20:29:27.963964] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-18T20:29:27.963994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-18T20:29:27.975869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-18T20:29:27.976179] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-18T20:29:27.976988] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-18T20:29:27.977041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:27.977073] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:27.977100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:27.977159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:28.037193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:28.038076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:28.038159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:28.038192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:28.164148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:28.164308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:28.164348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:28.164378] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:28.167672] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-18T20:29:28.167947] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-18T20:29:28.168071] [INFO ] [sig       ] PLCE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:28.312329] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PLCE.txt
[2025-12-18T20:29:28.312477] [INFO ] [sig       ] [2539/3568] Completed PLCE in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:28.312516] [INFO ] [sig       ] [2540/3568] Forecasting PLD...
[2025-12-18T20:29:28.312545] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-18T20:29:28.312591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-18T20:29:28.324598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-18T20:29:28.324952] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-18T20:29:28.325731] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-18T20:29:28.325781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:28.325813] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:28.325839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:28.325895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:28.382566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:28.383512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:28.383614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:28.383652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:28.508870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:28.509038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:28.509081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:28.509110] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:28.512408] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-12-18T20:29:28.512695] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-18T20:29:28.512821] [INFO ] [sig       ] PLD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:28.651043] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PLD.txt
[2025-12-18T20:29:28.651177] [INFO ] [sig       ] [2540/3568] Completed PLD in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:28.651214] [INFO ] [sig       ] [2541/3568] Forecasting PLPC...
[2025-12-18T20:29:28.651244] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-18T20:29:28.651273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-18T20:29:28.662919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-18T20:29:28.663215] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-18T20:29:28.664030] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-18T20:29:28.664081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:28.664114] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:28.664140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:28.664195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:28.722451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:28.723207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:28.723289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:28.723322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:28.837966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:28.838122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:28.838164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:28.838195] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:28.841606] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=44.64%)
[2025-12-18T20:29:28.841889] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-18T20:29:28.842012] [INFO ] [sig       ] PLPC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:28.980196] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PLPC.txt
[2025-12-18T20:29:28.980341] [INFO ] [sig       ] [2541/3568] Completed PLPC in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:28.980382] [INFO ] [sig       ] [2542/3568] Forecasting PLRX...
[2025-12-18T20:29:28.980412] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-18T20:29:28.980444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-18T20:29:28.993459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-18T20:29:28.993788] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-18T20:29:28.994612] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-18T20:29:28.994666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:28.994739] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:28.994771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:28.994831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:29.053964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:29.054831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:29.054914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:29.054948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:29.174627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:29.174785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:29.174826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:29.174853] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:29.178188] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2025-12-18T20:29:29.178466] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-18T20:29:29.178610] [INFO ] [sig       ] PLRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:29.316544] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PLRX.txt
[2025-12-18T20:29:29.316692] [INFO ] [sig       ] [2542/3568] Completed PLRX in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:29.316731] [INFO ] [sig       ] [2543/3568] Forecasting PLSE...
[2025-12-18T20:29:29.316759] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-18T20:29:29.316788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-18T20:29:29.328527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-18T20:29:29.328834] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-18T20:29:29.329747] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-18T20:29:29.329798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:29.329828] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:29.329855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:29.329928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:29.385399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:29.386054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:29.386131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:29.386162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:29.503062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:29.503214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:29.503254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:29.503282] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:29.506603] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-18T20:29:29.506874] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-18T20:29:29.506995] [INFO ] [sig       ] PLSE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:29.644234] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PLSE.txt
[2025-12-18T20:29:29.644356] [INFO ] [sig       ] [2543/3568] Completed PLSE in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:29.644393] [INFO ] [sig       ] [2544/3568] Forecasting PLTK...
[2025-12-18T20:29:29.644422] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-18T20:29:29.644453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-18T20:29:29.655794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-18T20:29:29.656092] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-18T20:29:29.656858] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-18T20:29:29.656912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:29.656945] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:29.656971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:29.657027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:29.713452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:29.714256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:29.714337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:29.714368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:29.834368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:29.834524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:29.834565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:29.834612] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:29.837902] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2025-12-18T20:29:29.838172] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-18T20:29:29.838293] [INFO ] [sig       ] PLTK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:29.975178] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PLTK.txt
[2025-12-18T20:29:29.975312] [INFO ] [sig       ] [2544/3568] Completed PLTK in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:29.975351] [INFO ] [sig       ] [2545/3568] Forecasting PLUG...
[2025-12-18T20:29:29.975380] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-18T20:29:29.975411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-18T20:29:29.987444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-18T20:29:29.987745] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-18T20:29:29.988486] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-18T20:29:29.988537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:29.988584] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:29.988614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:29.988682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:30.044060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:30.044896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:30.044976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:30.045008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:30.167454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:30.167620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:30.167666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:30.167722] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:30.171017] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-18T20:29:30.171282] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-18T20:29:30.171401] [INFO ] [sig       ] PLUG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:30.308764] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PLUG.txt
[2025-12-18T20:29:30.308897] [INFO ] [sig       ] [2545/3568] Completed PLUG in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:30.308935] [INFO ] [sig       ] [2546/3568] Forecasting PLUS...
[2025-12-18T20:29:30.308964] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-18T20:29:30.309017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-18T20:29:30.320717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-18T20:29:30.321031] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-18T20:29:30.321804] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-18T20:29:30.321855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:30.321886] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:30.321912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:30.321968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:30.377099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:30.377741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:30.377818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:30.377850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:30.499400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:30.499554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:30.499612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:30.499643] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:30.502942] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-18T20:29:30.503229] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-18T20:29:30.503350] [INFO ] [sig       ] PLUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:30.640643] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PLUS.txt
[2025-12-18T20:29:30.640773] [INFO ] [sig       ] [2546/3568] Completed PLUS in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:30.640811] [INFO ] [sig       ] [2547/3568] Forecasting PLXS...
[2025-12-18T20:29:30.640841] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-18T20:29:30.640871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-18T20:29:30.652245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-18T20:29:30.652524] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-18T20:29:30.653277] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-18T20:29:30.653338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:30.653370] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:30.653396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:30.653456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:30.709647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:30.710272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:30.710347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:30.710378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:30.832943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:30.833052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:30.833089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:30.833116] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:30.836187] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-18T20:29:30.836448] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-18T20:29:30.836585] [INFO ] [sig       ] PLXS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:30.971956] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PLXS.txt
[2025-12-18T20:29:30.972064] [INFO ] [sig       ] [2547/3568] Completed PLXS in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:30.972101] [INFO ] [sig       ] [2548/3568] Forecasting PLYM...
[2025-12-18T20:29:30.972129] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-18T20:29:30.972158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-18T20:29:30.983127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-18T20:29:30.983401] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-18T20:29:30.984154] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-18T20:29:30.984204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:30.984236] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:30.984262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:30.984317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:31.039907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:31.040491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:31.040568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:31.040619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:31.160581] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:31.160693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:31.160730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:31.160758] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:31.163877] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-18T20:29:31.164142] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-18T20:29:31.164259] [INFO ] [sig       ] PLYM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:31.303017] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PLYM.txt
[2025-12-18T20:29:31.303142] [INFO ] [sig       ] [2548/3568] Completed PLYM in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:31.303181] [INFO ] [sig       ] [2549/3568] Forecasting PM...
[2025-12-18T20:29:31.303209] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-18T20:29:31.303240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-18T20:29:31.314634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-18T20:29:31.314925] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-18T20:29:31.315713] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-18T20:29:31.315763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:31.315794] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:31.315820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:31.315875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:31.371005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:31.371625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:31.371701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:31.371732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:31.493022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:31.493135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:31.493172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:31.493200] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:31.496355] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-18T20:29:31.496636] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-18T20:29:31.496759] [INFO ] [sig       ] PM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:31.633238] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PM.txt
[2025-12-18T20:29:31.633351] [INFO ] [sig       ] [2549/3568] Completed PM in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-18T20:29:31.633389] [INFO ] [sig       ] [2550/3568] Forecasting PMAX...
[2025-12-18T20:29:31.633418] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-18T20:29:31.633447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-18T20:29:31.644059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-18T20:29:31.644331] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-18T20:29:31.645204] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-18T20:29:31.645256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:31.645286] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:31.645313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:31.645370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:31.701194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:31.701790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:31.701867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:31.701898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:31.816557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:31.816671] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:29:31.816707] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:31.816735] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:31.819820] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=33.62%)
[2025-12-18T20:29:31.820086] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-18T20:29:31.820203] [INFO ] [sig       ] PMAX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:31.955524] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PMAX.txt
[2025-12-18T20:29:31.955667] [INFO ] [sig       ] [2550/3568] Completed PMAX in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-18T20:29:31.955707] [INFO ] [sig       ] [2551/3568] Forecasting PML...
[2025-12-18T20:29:31.955737] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-18T20:29:31.955766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-18T20:29:31.967176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-18T20:29:31.967448] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-18T20:29:31.968259] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-18T20:29:31.968311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:31.968344] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:31.968372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:31.968428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:32.028084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:32.028782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:32.028867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:32.028900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:32.144454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:32.144584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:32.144623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:32.144651] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:32.147838] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-12-18T20:29:32.148100] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-18T20:29:32.148219] [INFO ] [sig       ] PML: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:32.284668] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PML.txt
[2025-12-18T20:29:32.284777] [INFO ] [sig       ] [2551/3568] Completed PML in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-18T20:29:32.284814] [INFO ] [sig       ] [2552/3568] Forecasting PMM...
[2025-12-18T20:29:32.284843] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-18T20:29:32.284871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-18T20:29:32.296045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-18T20:29:32.296336] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-18T20:29:32.297157] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-18T20:29:32.297209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:32.297243] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:32.297271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:32.297328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:32.352303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:32.352903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:32.353019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:32.353065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:32.468147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:32.468260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:32.468297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:32.468326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:32.471458] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=58.84%)
[2025-12-18T20:29:32.471754] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-18T20:29:32.471875] [INFO ] [sig       ] PMM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:32.607165] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PMM.txt
[2025-12-18T20:29:32.607275] [INFO ] [sig       ] [2552/3568] Completed PMM in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-18T20:29:32.607312] [INFO ] [sig       ] [2553/3568] Forecasting PMO...
[2025-12-18T20:29:32.607342] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-18T20:29:32.607371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-18T20:29:32.618273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-18T20:29:32.618547] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-18T20:29:32.619395] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-18T20:29:32.619447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:32.619480] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:32.619507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:32.619565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:32.679561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:32.680245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:32.680320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:32.680351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:32.797228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:32.797332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:32.797368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:32.797396] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:32.800521] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-18T20:29:32.800803] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-18T20:29:32.800931] [INFO ] [sig       ] PMO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:32.937186] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PMO.txt
[2025-12-18T20:29:32.937293] [INFO ] [sig       ] [2553/3568] Completed PMO in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-18T20:29:32.937337] [INFO ] [sig       ] [2554/3568] Forecasting PMTS...
[2025-12-18T20:29:32.937369] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-18T20:29:32.937398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-18T20:29:32.948766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-18T20:29:32.949071] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-18T20:29:32.949868] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-18T20:29:32.949921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:32.949953] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:32.949980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:32.950043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:33.005528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:33.006135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:33.006212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:33.006244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:33.127292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:33.127390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:33.127456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:33.127486] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:33.130545] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-18T20:29:33.130820] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-18T20:29:33.130942] [INFO ] [sig       ] PMTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:33.278451] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PMTS.txt
[2025-12-18T20:29:33.278620] [INFO ] [sig       ] [2554/3568] Completed PMTS in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:33.278680] [INFO ] [sig       ] [2555/3568] Forecasting PMVP...
[2025-12-18T20:29:33.278712] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-18T20:29:33.278741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-18T20:29:33.289933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-18T20:29:33.290191] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-18T20:29:33.290959] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-18T20:29:33.291014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:33.291046] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:33.291072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:33.291132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:33.346993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:33.347593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:33.347669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:33.347701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:33.470115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:33.470237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:33.470288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:33.470318] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:33.473629] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2025-12-18T20:29:33.473901] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-18T20:29:33.474032] [INFO ] [sig       ] PMVP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:33.611323] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PMVP.txt
[2025-12-18T20:29:33.611467] [INFO ] [sig       ] [2555/3568] Completed PMVP in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:33.611512] [INFO ] [sig       ] [2556/3568] Forecasting PNC...
[2025-12-18T20:29:33.611544] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-18T20:29:33.611594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-18T20:29:33.622693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-18T20:29:33.622975] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-18T20:29:33.623738] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-18T20:29:33.623788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:33.623820] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:33.623846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:33.623901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:33.680002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:33.680631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:33.680708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:33.680740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:33.803499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:33.803629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:33.803668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:33.803696] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:33.806827] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-18T20:29:33.807092] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-18T20:29:33.807214] [INFO ] [sig       ] PNC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:33.944124] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PNC.txt
[2025-12-18T20:29:33.944234] [INFO ] [sig       ] [2556/3568] Completed PNC in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:33.944291] [INFO ] [sig       ] [2557/3568] Forecasting PNFP...
[2025-12-18T20:29:33.944322] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-18T20:29:33.944352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-18T20:29:33.955058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-18T20:29:33.955325] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-18T20:29:33.956080] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-18T20:29:33.956130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:33.956160] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:33.956187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:33.956247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:34.011939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:34.012529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:34.012621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:34.012653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:34.131631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:34.131759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:34.131808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:34.131837] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:34.135101] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2025-12-18T20:29:34.135370] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-18T20:29:34.135491] [INFO ] [sig       ] PNFP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:34.271939] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PNFP.txt
[2025-12-18T20:29:34.272049] [INFO ] [sig       ] [2557/3568] Completed PNFP in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:34.272086] [INFO ] [sig       ] [2558/3568] Forecasting PNI...
[2025-12-18T20:29:34.272116] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-18T20:29:34.272145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-18T20:29:34.282764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-18T20:29:34.283028] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-18T20:29:34.283790] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-18T20:29:34.283840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:34.283895] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:34.283924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:34.283980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:34.340003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:34.340618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:34.340694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:34.340726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:34.447489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:34.447619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:34.447658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:34.447686] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:34.450777] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-12-18T20:29:34.451047] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-18T20:29:34.451168] [INFO ] [sig       ] PNI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:34.587625] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PNI.txt
[2025-12-18T20:29:34.587754] [INFO ] [sig       ] [2558/3568] Completed PNI in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:34.587792] [INFO ] [sig       ] [2559/3568] Forecasting PNQI...
[2025-12-18T20:29:34.587821] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-18T20:29:34.587851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-18T20:29:34.598364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-18T20:29:34.598647] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-18T20:29:34.599418] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-18T20:29:34.599468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:34.599525] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:34.599552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:34.599625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:34.654891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:34.655482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:34.655557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:34.655605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:34.782691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:34.782847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:34.782887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:34.782915] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:34.786370] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-18T20:29:34.786729] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-18T20:29:34.786859] [INFO ] [sig       ] PNQI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:34.922886] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PNQI.txt
[2025-12-18T20:29:34.923013] [INFO ] [sig       ] [2559/3568] Completed PNQI in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:34.923060] [INFO ] [sig       ] [2560/3568] Forecasting PNRG...
[2025-12-18T20:29:34.923091] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-18T20:29:34.923120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-18T20:29:34.934142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-18T20:29:34.934412] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-18T20:29:34.935291] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-18T20:29:34.935342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:34.935374] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:34.935400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:34.935456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:34.991325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:34.991978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:34.992062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:34.992095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:35.111118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:35.111224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:35.111263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:35.111292] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:35.114504] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-12-18T20:29:35.114791] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-18T20:29:35.114916] [INFO ] [sig       ] PNRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:35.251357] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PNRG.txt
[2025-12-18T20:29:35.251477] [INFO ] [sig       ] [2560/3568] Completed PNRG in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:35.251515] [INFO ] [sig       ] [2561/3568] Forecasting PNTG...
[2025-12-18T20:29:35.251543] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-18T20:29:35.251587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-18T20:29:35.262793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-18T20:29:35.263060] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-18T20:29:35.263818] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-18T20:29:35.263868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:35.263900] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:35.263926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:35.263982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:35.320396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:35.321033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:35.321112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:35.321145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:35.438346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:35.438466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:35.438503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:35.438531] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:35.445755] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=68.09%)
[2025-12-18T20:29:35.446065] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-18T20:29:35.446202] [INFO ] [sig       ] PNTG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:35.584714] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PNTG.txt
[2025-12-18T20:29:35.584843] [INFO ] [sig       ] [2561/3568] Completed PNTG in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:35.584883] [INFO ] [sig       ] [2562/3568] Forecasting PODD...
[2025-12-18T20:29:35.584918] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-18T20:29:35.584949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-18T20:29:35.596107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-18T20:29:35.596369] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-18T20:29:35.597137] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-18T20:29:35.597187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:35.597218] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:35.597244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:35.597300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:35.652752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:35.653336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:35.653428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:35.653462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:35.773889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:35.774020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:35.774058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:35.774120] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:35.777364] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-18T20:29:35.777675] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-18T20:29:35.777803] [INFO ] [sig       ] PODD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:35.914149] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PODD.txt
[2025-12-18T20:29:35.914267] [INFO ] [sig       ] [2562/3568] Completed PODD in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:35.914305] [INFO ] [sig       ] [2563/3568] Forecasting POOL...
[2025-12-18T20:29:35.914334] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-18T20:29:35.914362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-18T20:29:35.925283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-18T20:29:35.925601] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-18T20:29:35.926349] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-18T20:29:35.926399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:35.926431] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:35.926457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:35.926511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:35.982636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:35.983242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:35.983319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:35.983353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:36.101414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:36.101548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:36.101605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:36.101636] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:36.104931] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=53.10%)
[2025-12-18T20:29:36.105216] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-18T20:29:36.105342] [INFO ] [sig       ] POOL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:36.246428] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/POOL.txt
[2025-12-18T20:29:36.246561] [INFO ] [sig       ] [2563/3568] Completed POOL in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:36.246622] [INFO ] [sig       ] [2564/3568] Forecasting POWI...
[2025-12-18T20:29:36.246652] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-18T20:29:36.246681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-18T20:29:36.258205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-18T20:29:36.258493] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-18T20:29:36.259415] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-18T20:29:36.259467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:36.259499] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:36.259525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:36.259604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:36.316651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:36.317306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:36.317384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:36.317416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:36.439170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:36.439325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:36.439369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:36.439399] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:36.442747] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-18T20:29:36.443018] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-18T20:29:36.443142] [INFO ] [sig       ] POWI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:36.582626] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/POWI.txt
[2025-12-18T20:29:36.582768] [INFO ] [sig       ] [2564/3568] Completed POWI in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:36.582808] [INFO ] [sig       ] [2565/3568] Forecasting POWL...
[2025-12-18T20:29:36.582840] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-18T20:29:36.582871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-18T20:29:36.594031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-18T20:29:36.594339] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-18T20:29:36.595128] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-18T20:29:36.595180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:36.595213] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:36.595241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:36.595298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:36.652054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:36.652750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:36.652829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:36.652864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:36.772212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:36.772350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:36.772393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:36.772438] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:36.775751] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-18T20:29:36.776022] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-18T20:29:36.776147] [INFO ] [sig       ] POWL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:36.912025] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/POWL.txt
[2025-12-18T20:29:36.912153] [INFO ] [sig       ] [2565/3568] Completed POWL in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:36.912191] [INFO ] [sig       ] [2566/3568] Forecasting PPC...
[2025-12-18T20:29:36.912221] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-18T20:29:36.912250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-18T20:29:36.923437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-18T20:29:36.923765] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-18T20:29:36.924531] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-18T20:29:36.924605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:36.924646] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:36.924674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:36.924736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:36.980505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:36.981383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:36.981464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:36.981497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:37.101909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:37.102061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:37.102104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:37.102133] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:37.105665] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=62.28%)
[2025-12-18T20:29:37.105958] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-18T20:29:37.106092] [INFO ] [sig       ] PPC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:37.247915] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PPC.txt
[2025-12-18T20:29:37.248067] [INFO ] [sig       ] [2566/3568] Completed PPC in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:37.248108] [INFO ] [sig       ] [2567/3568] Forecasting PPG...
[2025-12-18T20:29:37.248138] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-18T20:29:37.248167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-18T20:29:37.259886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-18T20:29:37.260215] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-18T20:29:37.261012] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-18T20:29:37.261064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:37.261095] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:37.261121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:37.261176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:37.317761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:37.318626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:37.318705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:37.318755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:37.445172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:37.445326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:37.445367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:37.445394] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:37.448649] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=24.86%)
[2025-12-18T20:29:37.448914] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-18T20:29:37.449085] [INFO ] [sig       ] PPG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:37.588789] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PPG.txt
[2025-12-18T20:29:37.588935] [INFO ] [sig       ] [2567/3568] Completed PPG in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-18T20:29:37.588974] [INFO ] [sig       ] [2568/3568] Forecasting PPH...
[2025-12-18T20:29:37.589026] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-18T20:29:37.589060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-18T20:29:37.600415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-18T20:29:37.600762] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-18T20:29:37.601543] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-18T20:29:37.601620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:37.601656] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:37.601684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:37.601743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:37.658589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:37.659385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:37.659467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:37.659500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:37.778743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:37.778898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:37.778940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:37.778969] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:37.782397] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=81.78%)
[2025-12-18T20:29:37.782701] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-18T20:29:37.782830] [INFO ] [sig       ] PPH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:37.930178] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PPH.txt
[2025-12-18T20:29:37.930350] [INFO ] [sig       ] [2568/3568] Completed PPH in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-18T20:29:37.930391] [INFO ] [sig       ] [2569/3568] Forecasting PPIH...
[2025-12-18T20:29:37.930421] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-18T20:29:37.930450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-18T20:29:37.941517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-18T20:29:37.941911] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-18T20:29:37.942744] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-18T20:29:37.942797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:37.942830] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:37.942872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:37.942932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:38.000431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:38.001352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:38.001468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:38.001503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:38.122813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:38.122962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:38.123007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:38.123037] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:38.126423] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=46.67%)
[2025-12-18T20:29:38.126718] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-18T20:29:38.126844] [INFO ] [sig       ] PPIH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:38.262948] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PPIH.txt
[2025-12-18T20:29:38.263075] [INFO ] [sig       ] [2569/3568] Completed PPIH in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-18T20:29:38.263113] [INFO ] [sig       ] [2570/3568] Forecasting PPL...
[2025-12-18T20:29:38.263142] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-18T20:29:38.263171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-18T20:29:38.274242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-18T20:29:38.274564] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-18T20:29:38.275332] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-18T20:29:38.275382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:38.275413] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:38.275439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:38.275495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:38.331177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:38.331844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:38.331921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:38.331952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:38.451355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:38.451500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:38.451544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:38.451590] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:38.455049] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-12-18T20:29:38.455331] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-18T20:29:38.455456] [INFO ] [sig       ] PPL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:38.592509] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PPL.txt
[2025-12-18T20:29:38.592670] [INFO ] [sig       ] [2570/3568] Completed PPL in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-18T20:29:38.592712] [INFO ] [sig       ] [2571/3568] Forecasting PPSI...
[2025-12-18T20:29:38.592741] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-18T20:29:38.592769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-18T20:29:38.603317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-18T20:29:38.603608] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-18T20:29:38.604362] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-18T20:29:38.604412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:38.604442] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:38.604468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:38.604531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:38.661552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:38.662358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:38.662442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:38.662476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:38.781871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:38.782021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:38.782064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:38.782095] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:38.785429] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=63.26%)
[2025-12-18T20:29:38.785723] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-18T20:29:38.785849] [INFO ] [sig       ] PPSI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:38.925886] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PPSI.txt
[2025-12-18T20:29:38.926033] [INFO ] [sig       ] [2571/3568] Completed PPSI in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:38.926072] [INFO ] [sig       ] [2572/3568] Forecasting PPTA...
[2025-12-18T20:29:38.926101] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-18T20:29:38.926130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-18T20:29:38.937528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-18T20:29:38.937865] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-18T20:29:38.938693] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-18T20:29:38.938747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:38.938781] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:38.938809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:38.938867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:38.995464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:38.996324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:38.996405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:38.996437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:39.115024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:39.115174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:39.115215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:39.115243] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:39.118493] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-12-18T20:29:39.118774] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-18T20:29:39.118899] [INFO ] [sig       ] PPTA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:39.259520] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PPTA.txt
[2025-12-18T20:29:39.259688] [INFO ] [sig       ] [2572/3568] Completed PPTA in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:39.259739] [INFO ] [sig       ] [2573/3568] Forecasting PRA...
[2025-12-18T20:29:39.259777] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-18T20:29:39.259825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-18T20:29:39.271259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-18T20:29:39.271598] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-18T20:29:39.272402] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-18T20:29:39.272455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:39.272489] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:39.272517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:39.272601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:39.329241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:39.329897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:39.329977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:39.330010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:39.444533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:39.444697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:39.444741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:39.444771] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:39.448078] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-18T20:29:39.448353] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-18T20:29:39.448480] [INFO ] [sig       ] PRA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:39.584971] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PRA.txt
[2025-12-18T20:29:39.585113] [INFO ] [sig       ] [2573/3568] Completed PRA in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:39.585156] [INFO ] [sig       ] [2574/3568] Forecasting PRAA...
[2025-12-18T20:29:39.585187] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-18T20:29:39.585218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-18T20:29:39.596925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-18T20:29:39.597255] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-18T20:29:39.598078] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-18T20:29:39.598131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:39.598166] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:39.598194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:39.598252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:39.653887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:39.654677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:39.654763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:39.654797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:39.770306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:39.770468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:39.770522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:39.770553] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:39.773879] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=49.62%)
[2025-12-18T20:29:39.774167] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-18T20:29:39.774299] [INFO ] [sig       ] PRAA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:39.912888] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PRAA.txt
[2025-12-18T20:29:39.913046] [INFO ] [sig       ] [2574/3568] Completed PRAA in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:39.913087] [INFO ] [sig       ] [2575/3568] Forecasting PRAX...
[2025-12-18T20:29:39.913117] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-18T20:29:39.913146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-18T20:29:39.924847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-18T20:29:39.925189] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-18T20:29:39.926048] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-18T20:29:39.926101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:39.926134] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:39.926162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:39.926224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:39.982463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:39.983318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:39.983402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:39.983435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:40.119026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:40.119184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:40.119227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:40.119256] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:40.122652] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-18T20:29:40.122972] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-18T20:29:40.123101] [INFO ] [sig       ] PRAX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:40.275811] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRAX.txt
[2025-12-18T20:29:40.275960] [INFO ] [sig       ] [2575/3568] Completed PRAX in 0.4s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:40.275998] [INFO ] [sig       ] [2576/3568] Forecasting PRCH...
[2025-12-18T20:29:40.276029] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-18T20:29:40.276059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-18T20:29:40.288741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-18T20:29:40.289121] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-18T20:29:40.289958] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-18T20:29:40.290012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:40.290074] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:40.290104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:40.290161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:40.347027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:40.347846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:40.347924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:40.347957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:40.470150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:40.470300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:40.470343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:40.470372] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:40.473753] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-18T20:29:40.474030] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-18T20:29:40.474156] [INFO ] [sig       ] PRCH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:40.613150] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PRCH.txt
[2025-12-18T20:29:40.613282] [INFO ] [sig       ] [2576/3568] Completed PRCH in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:40.613322] [INFO ] [sig       ] [2577/3568] Forecasting PRDO...
[2025-12-18T20:29:40.613350] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-18T20:29:40.613379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-18T20:29:40.624391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-18T20:29:40.624707] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-18T20:29:40.625453] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-18T20:29:40.625504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:40.625535] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:40.625562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:40.625638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:40.682872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:40.683621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:40.683702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:40.683738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:40.806316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:40.806468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:40.806511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:40.806544] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:40.810453] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2025-12-18T20:29:40.810899] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-18T20:29:40.811078] [INFO ] [sig       ] PRDO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:40.952459] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PRDO.txt
[2025-12-18T20:29:40.952611] [INFO ] [sig       ] [2577/3568] Completed PRDO in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:40.952660] [INFO ] [sig       ] [2578/3568] Forecasting PRFZ...
[2025-12-18T20:29:40.952691] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-18T20:29:40.952721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-18T20:29:40.966644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-18T20:29:40.967219] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-18T20:29:40.968195] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-18T20:29:40.968251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:40.968286] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:40.968314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:40.968375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:41.029412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:41.030690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:41.030812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:41.030848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:41.159188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:41.159462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:41.159530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:41.159593] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:41.163899] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-18T20:29:41.164278] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-18T20:29:41.164461] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:41.312390] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRFZ.txt
[2025-12-18T20:29:41.312601] [INFO ] [sig       ] [2578/3568] Completed PRFZ in 0.4s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:41.312645] [INFO ] [sig       ] [2579/3568] Forecasting PRG...
[2025-12-18T20:29:41.312676] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-18T20:29:41.312711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-18T20:29:41.325630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-18T20:29:41.326033] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-18T20:29:41.326851] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-18T20:29:41.326902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:41.326933] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:41.326959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:41.327018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:41.382666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:41.383544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:41.383651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:41.383686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:41.502482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:41.502667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:41.502715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:41.502779] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:41.506229] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-18T20:29:41.506530] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-18T20:29:41.506685] [INFO ] [sig       ] PRG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:41.646225] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PRG.txt
[2025-12-18T20:29:41.646359] [INFO ] [sig       ] [2579/3568] Completed PRG in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:41.646397] [INFO ] [sig       ] [2580/3568] Forecasting PRGO...
[2025-12-18T20:29:41.646427] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-18T20:29:41.646457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-18T20:29:41.657856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-18T20:29:41.658155] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-18T20:29:41.658947] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-18T20:29:41.659022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:41.659057] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:41.659085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:41.659155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:41.716361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:41.717147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:41.717232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:41.717265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:41.835685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:41.835832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:41.835875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:41.835904] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:41.839262] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=44.94%)
[2025-12-18T20:29:41.839534] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-18T20:29:41.839680] [INFO ] [sig       ] PRGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:41.980358] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PRGO.txt
[2025-12-18T20:29:41.980485] [INFO ] [sig       ] [2580/3568] Completed PRGO in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:41.980522] [INFO ] [sig       ] [2581/3568] Forecasting PRH...
[2025-12-18T20:29:41.980550] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-18T20:29:41.980597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-18T20:29:41.991375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-18T20:29:41.991655] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-18T20:29:41.992399] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-18T20:29:41.992450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:41.992481] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:41.992507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:41.992564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:42.050527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:42.051194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:42.051287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:42.051325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:42.168938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:42.169101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:42.169145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:42.169174] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:42.172547] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-12-18T20:29:42.172832] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-18T20:29:42.172966] [INFO ] [sig       ] PRH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:42.312287] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PRH.txt
[2025-12-18T20:29:42.312413] [INFO ] [sig       ] [2581/3568] Completed PRH in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:42.312450] [INFO ] [sig       ] [2582/3568] Forecasting PRI...
[2025-12-18T20:29:42.312479] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-18T20:29:42.312510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-18T20:29:42.326445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-18T20:29:42.327014] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-18T20:29:42.327986] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-18T20:29:42.328064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:42.328100] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:42.328129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:42.328190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:42.389531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:42.390750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:42.390875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:42.390911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:42.511225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:42.511472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:42.511522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:42.511552] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:42.515659] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-12-18T20:29:42.516003] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-18T20:29:42.516145] [INFO ] [sig       ] PRI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:42.664768] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRI.txt
[2025-12-18T20:29:42.664967] [INFO ] [sig       ] [2582/3568] Completed PRI in 0.4s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:42.665010] [INFO ] [sig       ] [2583/3568] Forecasting PRIM...
[2025-12-18T20:29:42.665048] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-18T20:29:42.665078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-18T20:29:42.679988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-18T20:29:42.680654] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-18T20:29:42.681759] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-18T20:29:42.681828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:42.681862] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:42.681891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:42.681953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:42.746646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:42.747845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:42.747955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:42.747988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:42.883322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:42.883543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:42.883613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:42.883646] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:42.887548] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: DOWN (p=41.79%)
[2025-12-18T20:29:42.887897] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-18T20:29:42.888040] [INFO ] [sig       ] PRIM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:43.032338] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PRIM.txt
[2025-12-18T20:29:43.032557] [INFO ] [sig       ] [2583/3568] Completed PRIM in 0.4s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:43.032623] [INFO ] [sig       ] [2584/3568] Forecasting PRLB...
[2025-12-18T20:29:43.032658] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-18T20:29:43.032690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-18T20:29:43.046392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-18T20:29:43.046952] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-18T20:29:43.047872] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-18T20:29:43.047926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:43.047959] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:43.047988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:43.048048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:43.108392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:43.109531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:43.109647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:43.109683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:43.237490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:43.237754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:43.237807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:43.237839] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:43.241969] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-18T20:29:43.242290] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-18T20:29:43.242428] [INFO ] [sig       ] PRLB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:43.385826] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRLB.txt
[2025-12-18T20:29:43.386026] [INFO ] [sig       ] [2584/3568] Completed PRLB in 0.4s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:43.386069] [INFO ] [sig       ] [2585/3568] Forecasting PRM...
[2025-12-18T20:29:43.386102] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-18T20:29:43.386133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-18T20:29:43.399970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-18T20:29:43.400523] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-18T20:29:43.401536] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-18T20:29:43.401610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:43.401645] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:43.401672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:43.401730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:43.461502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:43.462724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:43.462824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:43.462859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:43.589533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:43.589806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:43.589865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:43.589895] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:43.593875] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-18T20:29:43.594218] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-18T20:29:43.594366] [INFO ] [sig       ] PRM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:43.739698] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRM.txt
[2025-12-18T20:29:43.739913] [INFO ] [sig       ] [2585/3568] Completed PRM in 0.4s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-18T20:29:43.739969] [INFO ] [sig       ] [2586/3568] Forecasting PRME...
[2025-12-18T20:29:43.740000] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-18T20:29:43.740030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-18T20:29:43.755399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-18T20:29:43.756053] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-18T20:29:43.757138] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-18T20:29:43.757201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:43.757243] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:43.757280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:43.757361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:43.815687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:43.816890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:43.817040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:43.817078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:43.935779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:43.936014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:43.936063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:43.936093] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:43.940116] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=84.48%)
[2025-12-18T20:29:43.940439] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-18T20:29:43.940596] [INFO ] [sig       ] PRME: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:44.082374] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRME.txt
[2025-12-18T20:29:44.082597] [INFO ] [sig       ] [2586/3568] Completed PRME in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-18T20:29:44.082642] [INFO ] [sig       ] [2587/3568] Forecasting PRN...
[2025-12-18T20:29:44.082672] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-18T20:29:44.082705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-18T20:29:44.096635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-18T20:29:44.097227] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-18T20:29:44.098186] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-18T20:29:44.098239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:44.098274] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:44.098301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:44.098361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:44.156119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:44.157292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:44.157397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:44.157429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:44.283392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:44.283663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:44.283724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:44.283756] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:44.288091] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-12-18T20:29:44.288459] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-18T20:29:44.288621] [INFO ] [sig       ] PRN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:44.429077] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PRN.txt
[2025-12-18T20:29:44.429286] [INFO ] [sig       ] [2587/3568] Completed PRN in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-18T20:29:44.429331] [INFO ] [sig       ] [2588/3568] Forecasting PROF...
[2025-12-18T20:29:44.429361] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-18T20:29:44.429391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-18T20:29:44.449079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-18T20:29:44.449461] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-18T20:29:44.450384] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-18T20:29:44.450436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:44.450467] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:44.450493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:44.450552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:44.508439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:44.509533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:44.509654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:44.509691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:44.637555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:44.637805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:44.637855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:44.637883] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:44.641849] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-12-18T20:29:44.642169] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-18T20:29:44.642310] [INFO ] [sig       ] PROF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:44.784128] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PROF.txt
[2025-12-18T20:29:44.784333] [INFO ] [sig       ] [2588/3568] Completed PROF in 0.4s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-18T20:29:44.784376] [INFO ] [sig       ] [2589/3568] Forecasting PROK...
[2025-12-18T20:29:44.784407] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-18T20:29:44.784436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-18T20:29:44.796854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-18T20:29:44.797223] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-18T20:29:44.798092] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-18T20:29:44.798145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:44.798179] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:44.798214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:44.798276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:44.853639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:44.855454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:44.855755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:44.855793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:44.982757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:44.983033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:44.983124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:44.983156] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:44.987187] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=32.59%)
[2025-12-18T20:29:44.987517] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-18T20:29:44.987677] [INFO ] [sig       ] PROK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:45.132031] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PROK.txt
[2025-12-18T20:29:45.132290] [INFO ] [sig       ] [2589/3568] Completed PROK in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:45.132335] [INFO ] [sig       ] [2590/3568] Forecasting PRTA...
[2025-12-18T20:29:45.132365] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-18T20:29:45.132397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-18T20:29:45.146424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-18T20:29:45.147064] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-18T20:29:45.148196] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-18T20:29:45.148257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:45.148293] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:45.148323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:45.148399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:45.205556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:45.206841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:45.206984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:45.207022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:45.326178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:45.326391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:45.326438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:45.326471] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:45.330390] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-18T20:29:45.330715] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-18T20:29:45.330855] [INFO ] [sig       ] PRTA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:45.473290] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRTA.txt
[2025-12-18T20:29:45.473507] [INFO ] [sig       ] [2590/3568] Completed PRTA in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:45.473558] [INFO ] [sig       ] [2591/3568] Forecasting PRTH...
[2025-12-18T20:29:45.473610] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-18T20:29:45.473642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-18T20:29:45.487451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-18T20:29:45.487996] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-18T20:29:45.489041] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-18T20:29:45.489096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:45.489130] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:45.489158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:45.489217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:45.547204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:45.548269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:45.548358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:45.548391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:45.674098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:45.674367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:45.674416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:45.674445] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:45.678457] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=86.95%)
[2025-12-18T20:29:45.678787] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-18T20:29:45.678919] [INFO ] [sig       ] PRTH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:45.818510] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRTH.txt
[2025-12-18T20:29:45.818712] [INFO ] [sig       ] [2591/3568] Completed PRTH in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:45.818756] [INFO ] [sig       ] [2592/3568] Forecasting PRVA...
[2025-12-18T20:29:45.818788] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-18T20:29:45.818818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-18T20:29:45.831958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-18T20:29:45.832338] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-18T20:29:45.833240] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-18T20:29:45.833292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:45.833326] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:45.833351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:45.833408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:45.890235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:45.891382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:45.891474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:45.891509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:46.017395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:46.017585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:46.017630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:46.017659] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:46.022113] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-18T20:29:46.022531] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-18T20:29:46.022706] [INFO ] [sig       ] PRVA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:46.166228] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRVA.txt
[2025-12-18T20:29:46.166382] [INFO ] [sig       ] [2592/3568] Completed PRVA in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:46.166422] [INFO ] [sig       ] [2593/3568] Forecasting PRZO...
[2025-12-18T20:29:46.166452] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-18T20:29:46.166483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-18T20:29:46.178299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-18T20:29:46.178663] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-18T20:29:46.179457] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-18T20:29:46.179517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:46.179612] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:46.179643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:46.179701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:46.237326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:46.238204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:46.238287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:46.238325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:46.356884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:46.357136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:46.357181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:46.357209] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:46.360539] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-12-18T20:29:46.360827] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-18T20:29:46.360952] [INFO ] [sig       ] PRZO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:46.496503] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PRZO.txt
[2025-12-18T20:29:46.496628] [INFO ] [sig       ] [2593/3568] Completed PRZO in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:46.496668] [INFO ] [sig       ] [2594/3568] Forecasting PSC...
[2025-12-18T20:29:46.496697] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-18T20:29:46.496728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-18T20:29:46.508084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-18T20:29:46.508361] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-18T20:29:46.509158] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-18T20:29:46.509209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:46.509240] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:46.509266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:46.509327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:46.564778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:46.565364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:46.565440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:46.565470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:46.686162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:46.686285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:46.686324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:46.686351] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:46.689508] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-12-18T20:29:46.689787] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-18T20:29:46.689909] [INFO ] [sig       ] PSC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:46.828765] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PSC.txt
[2025-12-18T20:29:46.828874] [INFO ] [sig       ] [2594/3568] Completed PSC in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:46.828911] [INFO ] [sig       ] [2595/3568] Forecasting PSCE...
[2025-12-18T20:29:46.828939] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-18T20:29:46.828968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-18T20:29:46.840752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-18T20:29:46.841008] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-18T20:29:46.841765] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-18T20:29:46.841815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:46.841846] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:46.841873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:46.841929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:46.899438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:46.900083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:46.900162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:46.900192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:47.008115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:47.008268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:47.008305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:47.008332] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:47.011607] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-18T20:29:47.011875] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-18T20:29:47.011998] [INFO ] [sig       ] PSCE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:47.151344] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PSCE.txt
[2025-12-18T20:29:47.151476] [INFO ] [sig       ] [2595/3568] Completed PSCE in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:47.151514] [INFO ] [sig       ] [2596/3568] Forecasting PSCH...
[2025-12-18T20:29:47.151543] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-18T20:29:47.151589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-18T20:29:47.162489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-18T20:29:47.162752] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-18T20:29:47.163490] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-18T20:29:47.163540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:47.163592] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:47.163622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:47.163678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:47.219469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:47.220067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:47.220143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:47.220173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:47.331403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:47.331521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:47.331558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:47.331630] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:47.334748] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-18T20:29:47.335008] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-18T20:29:47.335125] [INFO ] [sig       ] PSCH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:47.471741] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PSCH.txt
[2025-12-18T20:29:47.471848] [INFO ] [sig       ] [2596/3568] Completed PSCH in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:47.471894] [INFO ] [sig       ] [2597/3568] Forecasting PSEC...
[2025-12-18T20:29:47.471923] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-18T20:29:47.471952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-18T20:29:47.483308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-18T20:29:47.483591] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-18T20:29:47.484333] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-18T20:29:47.484394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:47.484432] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:47.484465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:47.484527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:47.539872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:47.540465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:47.540542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:47.540589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:47.659219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:47.659333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:47.659369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:47.659396] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:47.662619] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-12-18T20:29:47.662883] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-18T20:29:47.663003] [INFO ] [sig       ] PSEC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:47.803298] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PSEC.txt
[2025-12-18T20:29:47.803427] [INFO ] [sig       ] [2597/3568] Completed PSEC in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:47.803471] [INFO ] [sig       ] [2598/3568] Forecasting PSF...
[2025-12-18T20:29:47.803504] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-18T20:29:47.803534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-18T20:29:47.814723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-18T20:29:47.814971] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-18T20:29:47.815763] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-18T20:29:47.815813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:47.815844] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:47.815871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:47.815928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:47.871371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:47.871977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:47.872054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:47.872085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:47.987903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:47.988056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:47.988098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:47.988126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:47.991385] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-18T20:29:47.991671] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-18T20:29:47.991830] [INFO ] [sig       ] PSF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:48.127547] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PSF.txt
[2025-12-18T20:29:48.127675] [INFO ] [sig       ] [2598/3568] Completed PSF in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:48.127713] [INFO ] [sig       ] [2599/3568] Forecasting PSFE...
[2025-12-18T20:29:48.127742] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-18T20:29:48.127772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-18T20:29:48.138785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-18T20:29:48.139059] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-18T20:29:48.139820] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-18T20:29:48.139870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:48.139901] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:48.139928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:48.139984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:48.195337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:48.195938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:48.196016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:48.196047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:48.313788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:48.313905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:48.313941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:48.313968] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:48.317144] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-12-18T20:29:48.317406] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-18T20:29:48.317524] [INFO ] [sig       ] PSFE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:48.458230] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PSFE.txt
[2025-12-18T20:29:48.458361] [INFO ] [sig       ] [2599/3568] Completed PSFE in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:48.458401] [INFO ] [sig       ] [2600/3568] Forecasting PSHG...
[2025-12-18T20:29:48.458431] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-18T20:29:48.458459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-18T20:29:48.469545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-18T20:29:48.469818] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-18T20:29:48.470603] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-18T20:29:48.470653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:48.470684] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:48.470710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:48.470766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:48.526025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:48.526655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:48.526729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:48.526760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:48.645463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:48.645593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:48.645633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:48.645677] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:48.648838] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2025-12-18T20:29:48.649118] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-18T20:29:48.649238] [INFO ] [sig       ] PSHG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:48.787019] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PSHG.txt
[2025-12-18T20:29:48.787134] [INFO ] [sig       ] [2600/3568] Completed PSHG in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:48.787172] [INFO ] [sig       ] [2601/3568] Forecasting PSN...
[2025-12-18T20:29:48.787202] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-18T20:29:48.787232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-18T20:29:48.798167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-18T20:29:48.798424] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-18T20:29:48.799198] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-18T20:29:48.799248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:48.799279] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:48.799306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:48.799361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:48.854812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:48.855373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:48.855450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:48.855481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:48.971442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:48.971621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:48.971667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:48.971696] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:48.975004] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-18T20:29:48.975281] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-18T20:29:48.975406] [INFO ] [sig       ] PSN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:49.117659] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PSN.txt
[2025-12-18T20:29:49.117788] [INFO ] [sig       ] [2601/3568] Completed PSN in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:49.117825] [INFO ] [sig       ] [2602/3568] Forecasting PSNL...
[2025-12-18T20:29:49.117855] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-18T20:29:49.117884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-18T20:29:49.128940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-18T20:29:49.129221] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-18T20:29:49.129986] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-18T20:29:49.130036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:49.130067] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:49.130093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:49.130148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:49.185707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:49.186267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:49.186364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:49.186402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:49.303825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:49.303941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:49.303977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:49.304004] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:49.307101] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2025-12-18T20:29:49.307363] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-18T20:29:49.307482] [INFO ] [sig       ] PSNL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:49.443990] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PSNL.txt
[2025-12-18T20:29:49.444096] [INFO ] [sig       ] [2602/3568] Completed PSNL in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:49.444132] [INFO ] [sig       ] [2603/3568] Forecasting PSO...
[2025-12-18T20:29:49.444160] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-18T20:29:49.444189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-18T20:29:49.455172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-18T20:29:49.455435] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-18T20:29:49.456191] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-18T20:29:49.456249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:49.456280] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:49.456307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:49.456362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:49.512932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:49.513548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:49.513675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:49.513709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:49.633346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:49.633451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:49.633488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:49.633516] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:49.636605] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-18T20:29:49.636864] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-18T20:29:49.636986] [INFO ] [sig       ] PSO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:49.776697] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PSO.txt
[2025-12-18T20:29:49.776826] [INFO ] [sig       ] [2603/3568] Completed PSO in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-18T20:29:49.776864] [INFO ] [sig       ] [2604/3568] Forecasting PSQH...
[2025-12-18T20:29:49.776893] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-18T20:29:49.776929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-18T20:29:49.788635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-18T20:29:49.788904] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-18T20:29:49.789759] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-18T20:29:49.789810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:49.789841] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:49.789878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:49.789935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:49.846025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:49.846694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:49.846777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:49.846809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:49.964710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:49.964836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:49.964873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:49.964901] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:49.968075] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2025-12-18T20:29:49.968340] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-18T20:29:49.968458] [INFO ] [sig       ] PSQH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:50.106064] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PSQH.txt
[2025-12-18T20:29:50.106185] [INFO ] [sig       ] [2604/3568] Completed PSQH in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-18T20:29:50.106230] [INFO ] [sig       ] [2605/3568] Forecasting PSTG...
[2025-12-18T20:29:50.106259] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-18T20:29:50.106288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-18T20:29:50.118357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-18T20:29:50.118695] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-18T20:29:50.119510] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-18T20:29:50.119563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:50.119618] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:50.119646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:50.119704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:50.176691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:50.177338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:50.177430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:50.177469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:50.299821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:50.299965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:50.300004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:50.300033] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:50.303290] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-18T20:29:50.303599] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-18T20:29:50.303724] [INFO ] [sig       ] PSTG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:50.442858] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PSTG.txt
[2025-12-18T20:29:50.442998] [INFO ] [sig       ] [2605/3568] Completed PSTG in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-18T20:29:50.443051] [INFO ] [sig       ] [2606/3568] Forecasting PSTL...
[2025-12-18T20:29:50.443085] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-18T20:29:50.443115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-18T20:29:50.455479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-18T20:29:50.455788] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-18T20:29:50.456544] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-18T20:29:50.456612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:50.456645] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:50.456671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:50.456727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:50.513034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:50.513682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:50.513767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:50.513801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:50.631497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:50.631666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:50.631709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:50.631738] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:50.635040] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-18T20:29:50.635314] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-18T20:29:50.635432] [INFO ] [sig       ] PSTL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:50.775144] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PSTL.txt
[2025-12-18T20:29:50.775329] [INFO ] [sig       ] [2606/3568] Completed PSTL in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-18T20:29:50.775371] [INFO ] [sig       ] [2607/3568] Forecasting PSX...
[2025-12-18T20:29:50.775403] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-18T20:29:50.775436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-18T20:29:50.787229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-18T20:29:50.787569] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-18T20:29:50.788380] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-18T20:29:50.788445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:50.788485] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:50.788519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:50.788593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:50.845430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:50.846165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:50.846245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:50.846277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:50.971604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:50.971758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:50.971800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:50.971829] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:50.975182] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-18T20:29:50.975460] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-18T20:29:50.975604] [INFO ] [sig       ] PSX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:51.114424] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PSX.txt
[2025-12-18T20:29:51.114591] [INFO ] [sig       ] [2607/3568] Completed PSX in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:51.114631] [INFO ] [sig       ] [2608/3568] Forecasting PTA...
[2025-12-18T20:29:51.114661] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-18T20:29:51.114719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-18T20:29:51.127561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-18T20:29:51.128051] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-18T20:29:51.129151] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-18T20:29:51.129216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:51.129257] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:51.129293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:51.129377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:51.190314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:51.191346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:51.191453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:51.191496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:51.307622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:51.307785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:51.307828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:51.307856] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:51.311182] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-18T20:29:51.311464] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-18T20:29:51.311608] [INFO ] [sig       ] PTA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:51.454691] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PTA.txt
[2025-12-18T20:29:51.454862] [INFO ] [sig       ] [2608/3568] Completed PTA in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:51.454907] [INFO ] [sig       ] [2609/3568] Forecasting PTC...
[2025-12-18T20:29:51.454947] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-18T20:29:51.454976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-18T20:29:51.466929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-18T20:29:51.467307] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-18T20:29:51.468132] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-18T20:29:51.468184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:51.468217] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:51.468244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:51.468302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:51.527889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:51.528821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:51.528907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:51.528939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:51.654618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:51.654772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:51.654814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:51.654844] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:51.658284] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2025-12-18T20:29:51.658605] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-18T20:29:51.658740] [INFO ] [sig       ] PTC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:51.799892] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PTC.txt
[2025-12-18T20:29:51.800167] [INFO ] [sig       ] [2609/3568] Completed PTC in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:51.800210] [INFO ] [sig       ] [2610/3568] Forecasting PTEN...
[2025-12-18T20:29:51.800241] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-18T20:29:51.800273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-18T20:29:51.814776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-18T20:29:51.815245] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-18T20:29:51.816170] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-18T20:29:51.816223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:51.816289] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:51.816317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:51.816376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:51.874792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:51.875628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:51.875712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:51.875744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:51.988814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:51.988963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:51.989018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:51.989047] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:51.992338] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-12-18T20:29:51.992638] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-18T20:29:51.992764] [INFO ] [sig       ] PTEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:52.133615] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PTEN.txt
[2025-12-18T20:29:52.133787] [INFO ] [sig       ] [2610/3568] Completed PTEN in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:52.133827] [INFO ] [sig       ] [2611/3568] Forecasting PTF...
[2025-12-18T20:29:52.133859] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-18T20:29:52.133888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-18T20:29:52.145446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-18T20:29:52.145792] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-18T20:29:52.146569] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-18T20:29:52.146640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:52.146671] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:52.146696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:52.146751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:52.206074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:52.207061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:52.207151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:52.207184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:52.325094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:52.325255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:52.325303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:52.325333] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:52.328782] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-18T20:29:52.329095] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-18T20:29:52.329224] [INFO ] [sig       ] PTF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:52.466230] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PTF.txt
[2025-12-18T20:29:52.466374] [INFO ] [sig       ] [2611/3568] Completed PTF in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:52.466412] [INFO ] [sig       ] [2612/3568] Forecasting PTGX...
[2025-12-18T20:29:52.466440] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-18T20:29:52.466470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-18T20:29:52.478386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-18T20:29:52.478731] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-18T20:29:52.479522] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-18T20:29:52.479590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:52.479624] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:52.479650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:52.479705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:52.536292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:52.537158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:52.537248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:52.537285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:52.652661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:52.652810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:52.652852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:52.652879] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:52.656154] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=22.64%)
[2025-12-18T20:29:52.656422] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-18T20:29:52.656550] [INFO ] [sig       ] PTGX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:52.792566] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PTGX.txt
[2025-12-18T20:29:52.792721] [INFO ] [sig       ] [2612/3568] Completed PTGX in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:52.792759] [INFO ] [sig       ] [2613/3568] Forecasting PTH...
[2025-12-18T20:29:52.792788] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-18T20:29:52.792819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-18T20:29:52.804260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-18T20:29:52.804597] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-18T20:29:52.805373] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-18T20:29:52.805424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:52.805456] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:52.805483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:52.805540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:52.864241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:52.865068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:52.865153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:52.865185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:52.972481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:52.972650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:52.972694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:52.972753] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:52.976039] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=20.73%)
[2025-12-18T20:29:52.976308] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-18T20:29:52.976429] [INFO ] [sig       ] PTH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:53.114532] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PTH.txt
[2025-12-18T20:29:53.114696] [INFO ] [sig       ] [2613/3568] Completed PTH in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:53.114742] [INFO ] [sig       ] [2614/3568] Forecasting PTIX...
[2025-12-18T20:29:53.114772] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-18T20:29:53.114802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-18T20:29:53.125655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-18T20:29:53.125941] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-18T20:29:53.126721] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-18T20:29:53.126770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:53.126801] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:53.126827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:53.126883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:53.182102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:53.182802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:53.182881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:53.182912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:53.304596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:53.304750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:53.304792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:53.304820] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:53.308137] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=51.27%)
[2025-12-18T20:29:53.308403] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-18T20:29:53.308545] [INFO ] [sig       ] PTIX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:53.446723] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PTIX.txt
[2025-12-18T20:29:53.446886] [INFO ] [sig       ] [2614/3568] Completed PTIX in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:53.446925] [INFO ] [sig       ] [2615/3568] Forecasting PTLO...
[2025-12-18T20:29:53.446954] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-18T20:29:53.446983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-18T20:29:53.459429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-18T20:29:53.459846] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-18T20:29:53.460668] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-18T20:29:53.460721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:53.460754] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:53.460782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:53.460854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:53.516277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:53.517149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:53.517238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:53.517272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:53.636758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:53.636912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:53.636955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:53.636985] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:53.640415] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-18T20:29:53.640744] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-18T20:29:53.640868] [INFO ] [sig       ] PTLO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:53.784157] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PTLO.txt
[2025-12-18T20:29:53.784298] [INFO ] [sig       ] [2615/3568] Completed PTLO in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:53.784338] [INFO ] [sig       ] [2616/3568] Forecasting PTNQ...
[2025-12-18T20:29:53.784368] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-18T20:29:53.784399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-18T20:29:53.795524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-18T20:29:53.795883] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-18T20:29:53.796671] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-18T20:29:53.796723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:53.796754] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:53.796781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:53.796838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:53.852669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:53.853462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:53.853564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:53.853626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:53.974392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:53.974545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:53.974604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:53.974636] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:53.978014] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-18T20:29:53.978288] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-18T20:29:53.978415] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:54.116270] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PTNQ.txt
[2025-12-18T20:29:54.116408] [INFO ] [sig       ] [2616/3568] Completed PTNQ in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:54.116447] [INFO ] [sig       ] [2617/3568] Forecasting PTON...
[2025-12-18T20:29:54.116477] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-18T20:29:54.116506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-18T20:29:54.128200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-18T20:29:54.128508] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-18T20:29:54.129326] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-18T20:29:54.129389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:54.129420] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:54.129446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:54.129505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:54.185255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:54.185951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:54.186028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:54.186060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:54.312118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:54.312273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:54.312316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:54.312346] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:54.315777] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=70.36%)
[2025-12-18T20:29:54.316044] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-18T20:29:54.316166] [INFO ] [sig       ] PTON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:54.460228] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PTON.txt
[2025-12-18T20:29:54.460395] [INFO ] [sig       ] [2617/3568] Completed PTON in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:54.460438] [INFO ] [sig       ] [2618/3568] Forecasting PTY...
[2025-12-18T20:29:54.460470] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-18T20:29:54.460503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-18T20:29:54.472988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-18T20:29:54.473267] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-18T20:29:54.474056] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-18T20:29:54.474107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:54.474138] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:54.474163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:54.474219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:54.530405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:54.531019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:54.531097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:54.531129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:54.654794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:54.654943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:54.654983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:54.655012] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:54.658266] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=78.39%)
[2025-12-18T20:29:54.658533] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-18T20:29:54.658675] [INFO ] [sig       ] PTY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:54.798893] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PTY.txt
[2025-12-18T20:29:54.799072] [INFO ] [sig       ] [2618/3568] Completed PTY in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:54.799116] [INFO ] [sig       ] [2619/3568] Forecasting PUBM...
[2025-12-18T20:29:54.799147] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-18T20:29:54.799178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-18T20:29:54.810704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-18T20:29:54.810987] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-18T20:29:54.811752] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-18T20:29:54.811803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:54.811833] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:54.811859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:54.811915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:54.867886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:54.868542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:54.868636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:54.868669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:54.991396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:54.991549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:54.991617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:54.991648] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:54.994995] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=26.52%)
[2025-12-18T20:29:54.995271] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-18T20:29:54.995396] [INFO ] [sig       ] PUBM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:55.194590] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PUBM.txt
[2025-12-18T20:29:55.194733] [INFO ] [sig       ] [2619/3568] Completed PUBM in 0.4s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:55.194771] [INFO ] [sig       ] [2620/3568] Forecasting PUK...
[2025-12-18T20:29:55.194801] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-18T20:29:55.194830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-18T20:29:55.206615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-18T20:29:55.206945] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-18T20:29:55.207743] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-18T20:29:55.207796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:55.207827] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:55.207854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:55.207910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:55.265616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:55.266283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:55.266396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:55.266433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:55.387523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:55.387697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:55.387742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:55.387774] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:55.391185] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-18T20:29:55.391460] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-18T20:29:55.391604] [INFO ] [sig       ] PUK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:55.538487] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PUK.txt
[2025-12-18T20:29:55.538653] [INFO ] [sig       ] [2620/3568] Completed PUK in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-18T20:29:55.538695] [INFO ] [sig       ] [2621/3568] Forecasting PUMP...
[2025-12-18T20:29:55.538726] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-18T20:29:55.538755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-18T20:29:55.550105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-18T20:29:55.550395] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-18T20:29:55.551190] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-18T20:29:55.551242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:55.551279] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:55.551318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:55.551385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:55.610041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:55.610979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:55.611059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:55.611091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:55.736561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:55.736733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:55.736777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:55.736806] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:55.740310] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=65.82%)
[2025-12-18T20:29:55.740637] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-18T20:29:55.740767] [INFO ] [sig       ] PUMP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:55.879955] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PUMP.txt
[2025-12-18T20:29:55.880083] [INFO ] [sig       ] [2621/3568] Completed PUMP in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-18T20:29:55.880120] [INFO ] [sig       ] [2622/3568] Forecasting PVH...
[2025-12-18T20:29:55.880150] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-18T20:29:55.880178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-18T20:29:55.891726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-18T20:29:55.892020] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-18T20:29:55.892786] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-18T20:29:55.892836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:55.892867] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:55.892893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:55.892949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:55.949542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:55.950186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:55.950265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:55.950299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:56.074021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:56.074178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:56.074219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:56.074248] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:56.077801] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-18T20:29:56.078091] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-18T20:29:56.078218] [INFO ] [sig       ] PVH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:56.217661] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PVH.txt
[2025-12-18T20:29:56.217786] [INFO ] [sig       ] [2622/3568] Completed PVH in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-18T20:29:56.217824] [INFO ] [sig       ] [2623/3568] Forecasting PVL...
[2025-12-18T20:29:56.217853] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-18T20:29:56.217882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-18T20:29:56.229752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-18T20:29:56.230038] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-18T20:29:56.230861] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-18T20:29:56.230914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:56.230946] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:56.230973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:56.231029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:56.289169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:56.290150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:56.290249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:56.290282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:56.406664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:56.406818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:56.406860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:56.406891] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:56.410397] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-18T20:29:56.410702] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-18T20:29:56.410828] [INFO ] [sig       ] PVL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:56.550889] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PVL.txt
[2025-12-18T20:29:56.551046] [INFO ] [sig       ] [2623/3568] Completed PVL in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-18T20:29:56.551085] [INFO ] [sig       ] [2624/3568] Forecasting PWP...
[2025-12-18T20:29:56.551116] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-18T20:29:56.551147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-18T20:29:56.562210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-18T20:29:56.562498] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-18T20:29:56.563280] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-18T20:29:56.563332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:56.563364] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:56.563390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:56.563447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:56.619360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:56.620188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:56.620267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:56.620298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:56.738313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:56.738467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:56.738527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:56.738557] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:56.741950] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=25.58%)
[2025-12-18T20:29:56.742220] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-18T20:29:56.742345] [INFO ] [sig       ] PWP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:56.880270] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PWP.txt
[2025-12-18T20:29:56.880399] [INFO ] [sig       ] [2624/3568] Completed PWP in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:56.880437] [INFO ] [sig       ] [2625/3568] Forecasting PX...
[2025-12-18T20:29:56.880465] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-18T20:29:56.880495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-18T20:29:56.891792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-18T20:29:56.892102] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-18T20:29:56.892873] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-18T20:29:56.892923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:56.892953] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:56.892978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:56.893033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:56.949993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:56.950637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:56.950715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:56.950748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:57.078470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:57.078647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:57.078691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:57.078720] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:57.082125] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=60.71%)
[2025-12-18T20:29:57.082431] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-18T20:29:57.082610] [INFO ] [sig       ] PX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:57.226066] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PX.txt
[2025-12-18T20:29:57.226216] [INFO ] [sig       ] [2625/3568] Completed PX in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:57.226255] [INFO ] [sig       ] [2626/3568] Forecasting PXS...
[2025-12-18T20:29:57.226284] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-18T20:29:57.226315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-18T20:29:57.236992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-18T20:29:57.237337] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-18T20:29:57.238123] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-18T20:29:57.238177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:57.238210] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:57.238237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:57.238294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:57.295350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:57.296134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:57.296213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:57.296245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:57.402039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:57.402194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:57.402238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:57.402269] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:57.405619] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=67.81%)
[2025-12-18T20:29:57.405912] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-18T20:29:57.406040] [INFO ] [sig       ] PXS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:57.546817] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PXS.txt
[2025-12-18T20:29:57.546943] [INFO ] [sig       ] [2626/3568] Completed PXS in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:57.546980] [INFO ] [sig       ] [2627/3568] Forecasting PY...
[2025-12-18T20:29:57.547009] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-18T20:29:57.547038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-18T20:29:57.557755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-18T20:29:57.558060] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-18T20:29:57.558830] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-18T20:29:57.558880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:57.558938] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:57.558966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:57.559047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:57.619803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:57.620655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:57.620744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:57.620777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:57.724309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:57.724479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:57.724538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:57.724602] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:57.728358] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-18T20:29:57.728701] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-18T20:29:57.728838] [INFO ] [sig       ] PY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:57.868755] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PY.txt
[2025-12-18T20:29:57.868880] [INFO ] [sig       ] [2627/3568] Completed PY in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:57.868917] [INFO ] [sig       ] [2628/3568] Forecasting PYPL...
[2025-12-18T20:29:57.868947] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-18T20:29:57.868977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-18T20:29:57.880415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-18T20:29:57.880718] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-18T20:29:57.881454] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-18T20:29:57.881504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:57.881548] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:57.881594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:57.881653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:57.939411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:57.940153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:57.940232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:57.940265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:58.058246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:58.058396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:58.058441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:58.058470] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:58.061917] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-18T20:29:58.062188] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-18T20:29:58.062313] [INFO ] [sig       ] PYPL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:58.203348] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PYPL.txt
[2025-12-18T20:29:58.203487] [INFO ] [sig       ] [2628/3568] Completed PYPL in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:58.203525] [INFO ] [sig       ] [2629/3568] Forecasting PYXS...
[2025-12-18T20:29:58.203556] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-18T20:29:58.203603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-18T20:29:58.216063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-18T20:29:58.216458] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-18T20:29:58.217351] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-18T20:29:58.217410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:58.217444] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:58.217471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:58.217530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:58.276619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:58.277464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:58.277547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:58.277599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:58.396689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:58.396845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:58.396887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:58.396917] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:58.400401] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=56.52%)
[2025-12-18T20:29:58.400730] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-18T20:29:58.400863] [INFO ] [sig       ] PYXS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:58.543034] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/PYXS.txt
[2025-12-18T20:29:58.543161] [INFO ] [sig       ] [2629/3568] Completed PYXS in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:58.543198] [INFO ] [sig       ] [2630/3568] Forecasting PZZA...
[2025-12-18T20:29:58.543228] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-18T20:29:58.543257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-18T20:29:58.554425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-18T20:29:58.554783] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-18T20:29:58.555565] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-18T20:29:58.555642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:58.555675] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:58.555704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:58.555786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:58.613940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:58.614748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:58.614826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:58.614860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:58.733176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:58.733331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:58.733381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:58.733439] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:58.736738] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-18T20:29:58.737008] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-18T20:29:58.737131] [INFO ] [sig       ] PZZA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:58.875652] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/PZZA.txt
[2025-12-18T20:29:58.875773] [INFO ] [sig       ] [2630/3568] Completed PZZA in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:58.875811] [INFO ] [sig       ] [2631/3568] Forecasting QBTS...
[2025-12-18T20:29:58.875839] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-18T20:29:58.875868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-18T20:29:58.887108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-18T20:29:58.887390] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-18T20:29:58.888144] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-18T20:29:58.888195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:58.888226] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:58.888252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:58.888307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:58.944460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:58.945076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:58.945152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:58.945183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:59.068475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:59.068646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:59.068687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:59.068715] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:59.072059] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-18T20:29:59.072336] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-18T20:29:59.072456] [INFO ] [sig       ] QBTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:29:59.210267] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QBTS.txt
[2025-12-18T20:29:59.210393] [INFO ] [sig       ] [2631/3568] Completed QBTS in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:59.210430] [INFO ] [sig       ] [2632/3568] Forecasting QCLN...
[2025-12-18T20:29:59.210465] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-18T20:29:59.210495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-18T20:29:59.223026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-18T20:29:59.223370] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-18T20:29:59.224173] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-18T20:29:59.224227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:59.224259] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:59.224286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:59.224344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:59.282493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:59.283223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:59.283306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:59.283339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:59.402790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:59.402937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:59.402978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:59.403007] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:59.406312] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=38.36%)
[2025-12-18T20:29:59.406598] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-18T20:29:59.406721] [INFO ] [sig       ] QCLN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:59.543896] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QCLN.txt
[2025-12-18T20:29:59.544021] [INFO ] [sig       ] [2632/3568] Completed QCLN in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:59.544059] [INFO ] [sig       ] [2633/3568] Forecasting QCOM...
[2025-12-18T20:29:59.544088] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-18T20:29:59.544118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-18T20:29:59.556208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-18T20:29:59.556518] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-18T20:29:59.557279] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-18T20:29:59.557330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:59.557361] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:59.557387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:59.557443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:59.612932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:59.613694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:59.613774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:59.613806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:29:59.732295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:29:59.732434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:29:59.732473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:29:59.732500] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:29:59.735790] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-18T20:29:59.736061] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-18T20:29:59.736182] [INFO ] [sig       ] QCOM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:29:59.873271] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QCOM.txt
[2025-12-18T20:29:59.873403] [INFO ] [sig       ] [2633/3568] Completed QCOM in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:29:59.873441] [INFO ] [sig       ] [2634/3568] Forecasting QCRH...
[2025-12-18T20:29:59.873469] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-18T20:29:59.873498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-18T20:29:59.884836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-18T20:29:59.885140] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-18T20:29:59.885918] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-18T20:29:59.885969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:29:59.885999] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:29:59.886025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:29:59.886081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:29:59.941372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:29:59.942035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:29:59.942112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:29:59.942143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:00.057893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:00.058046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:00.058087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:00.058115] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:00.062456] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=69.86%)
[2025-12-18T20:30:00.062880] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-18T20:30:00.063043] [INFO ] [sig       ] QCRH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:00.222101] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QCRH.txt
[2025-12-18T20:30:00.222260] [INFO ] [sig       ] [2634/3568] Completed QCRH in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:30:00.222301] [INFO ] [sig       ] [2635/3568] Forecasting QD...
[2025-12-18T20:30:00.222332] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-18T20:30:00.222363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-18T20:30:00.235775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-18T20:30:00.236064] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-18T20:30:00.236913] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-18T20:30:00.236968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:00.237001] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:00.237029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:00.237087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:00.297846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:00.298683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:00.298768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:00.298801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:00.414601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:00.414756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:00.414797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:00.414843] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:00.418412] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=40.55%)
[2025-12-18T20:30:00.418759] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-18T20:30:00.418894] [INFO ] [sig       ] QD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:00.562169] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QD.txt
[2025-12-18T20:30:00.562303] [INFO ] [sig       ] [2635/3568] Completed QD in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:30:00.562344] [INFO ] [sig       ] [2636/3568] Forecasting QDEL...
[2025-12-18T20:30:00.562374] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-18T20:30:00.562406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-18T20:30:00.577454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-18T20:30:00.577740] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-18T20:30:00.578485] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-18T20:30:00.578536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:00.578567] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:00.578617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:00.578674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:00.636881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:00.637710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:00.637795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:00.637830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:00.754734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:00.754892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:00.754934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:00.754964] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:00.758371] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-18T20:30:00.758667] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-18T20:30:00.758797] [INFO ] [sig       ] QDEL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:00.900902] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QDEL.txt
[2025-12-18T20:30:00.901029] [INFO ] [sig       ] [2636/3568] Completed QDEL in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:30:00.901069] [INFO ] [sig       ] [2637/3568] Forecasting QFIN...
[2025-12-18T20:30:00.901099] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-18T20:30:00.901129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-18T20:30:00.912538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-18T20:30:00.912901] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-18T20:30:00.913754] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-18T20:30:00.913809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:00.913840] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:00.913867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:00.913926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:00.973550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:00.974407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:00.974869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:00.974920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:01.108815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:01.109020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:01.109077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:01.109108] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:01.112555] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2025-12-18T20:30:01.112853] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-18T20:30:01.112980] [INFO ] [sig       ] QFIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:01.254461] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QFIN.txt
[2025-12-18T20:30:01.254610] [INFO ] [sig       ] [2637/3568] Completed QFIN in 0.4s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:30:01.254651] [INFO ] [sig       ] [2638/3568] Forecasting QGEN...
[2025-12-18T20:30:01.254680] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-18T20:30:01.254710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-18T20:30:01.265758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-18T20:30:01.266022] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-18T20:30:01.266790] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-18T20:30:01.266841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:01.266873] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:01.266899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:01.266955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:01.323749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:01.324491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:01.324598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:01.324635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:01.444925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:01.445082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:01.445126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:01.445155] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:01.448451] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-18T20:30:01.448744] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-18T20:30:01.448869] [INFO ] [sig       ] QGEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:01.595227] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QGEN.txt
[2025-12-18T20:30:01.595388] [INFO ] [sig       ] [2638/3568] Completed QGEN in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-18T20:30:01.595428] [INFO ] [sig       ] [2639/3568] Forecasting QLYS...
[2025-12-18T20:30:01.595458] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-18T20:30:01.595489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-18T20:30:01.607443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-18T20:30:01.607860] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-18T20:30:01.608707] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-18T20:30:01.608761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:01.608796] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:01.608837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:01.608896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:01.669589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:01.670690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:01.670777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:01.670810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:01.795903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:01.796072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:01.796113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:01.796141] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:01.799618] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-18T20:30:01.799952] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-18T20:30:01.800089] [INFO ] [sig       ] QLYS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:01.946485] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QLYS.txt
[2025-12-18T20:30:01.946687] [INFO ] [sig       ] [2639/3568] Completed QLYS in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-18T20:30:01.946744] [INFO ] [sig       ] [2640/3568] Forecasting QMCO...
[2025-12-18T20:30:01.946777] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-18T20:30:01.946806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-18T20:30:01.965141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-18T20:30:01.965540] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-18T20:30:01.966374] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-18T20:30:01.966428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:01.966460] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:01.966487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:01.966544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:02.026420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:02.027297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:02.027384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:02.027417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:02.150022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:02.150180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:02.150223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:02.150252] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:02.153653] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-18T20:30:02.153958] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-18T20:30:02.154090] [INFO ] [sig       ] QMCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:02.297552] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QMCO.txt
[2025-12-18T20:30:02.297768] [INFO ] [sig       ] [2640/3568] Completed QMCO in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-18T20:30:02.297821] [INFO ] [sig       ] [2641/3568] Forecasting QMOM...
[2025-12-18T20:30:02.297862] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-18T20:30:02.297904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-18T20:30:02.309809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-18T20:30:02.310196] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-18T20:30:02.311044] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-18T20:30:02.311097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:02.311129] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:02.311155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:02.311211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:02.369994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:02.370848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:02.370930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:02.370963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:02.492713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:02.492861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:02.492904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:02.492933] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:02.496183] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=43.41%)
[2025-12-18T20:30:02.496470] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-18T20:30:02.496615] [INFO ] [sig       ] QMOM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:02.636129] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QMOM.txt
[2025-12-18T20:30:02.636279] [INFO ] [sig       ] [2641/3568] Completed QMOM in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-18T20:30:02.636319] [INFO ] [sig       ] [2642/3568] Forecasting QNCX...
[2025-12-18T20:30:02.636351] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-18T20:30:02.636380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-18T20:30:02.648383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-18T20:30:02.648751] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-18T20:30:02.649557] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-18T20:30:02.649638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:02.649673] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:02.649701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:02.649758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:02.706111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:02.706947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:02.707028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:02.707061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:02.828518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:02.828674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:02.828717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:02.828746] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:02.832388] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-12-18T20:30:02.832707] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-18T20:30:02.832838] [INFO ] [sig       ] QNCX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:02.971594] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QNCX.txt
[2025-12-18T20:30:02.971774] [INFO ] [sig       ] [2642/3568] Completed QNCX in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:02.971824] [INFO ] [sig       ] [2643/3568] Forecasting QNTM...
[2025-12-18T20:30:02.971854] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-18T20:30:02.971892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-18T20:30:03.060002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-18T20:30:03.060372] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-18T20:30:03.061288] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-18T20:30:03.061342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:03.061376] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:03.061403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:03.061477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:03.118457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:03.119455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:03.119544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:03.119594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:03.239812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:03.239969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:03.240009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:03.240038] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:03.243376] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-18T20:30:03.243673] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-18T20:30:03.243796] [INFO ] [sig       ] QNTM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:03.381453] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QNTM.txt
[2025-12-18T20:30:03.381609] [INFO ] [sig       ] [2643/3568] Completed QNTM in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:03.381651] [INFO ] [sig       ] [2644/3568] Forecasting QQMG...
[2025-12-18T20:30:03.381681] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-18T20:30:03.381710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-18T20:30:03.393455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-18T20:30:03.393730] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-18T20:30:03.394509] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-18T20:30:03.394560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:03.394635] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:03.394664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:03.394720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:03.450326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:03.451003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:03.451083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:03.451115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:03.568020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:03.568132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:03.568170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:03.568196] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:03.571407] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=82.62%)
[2025-12-18T20:30:03.571698] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-18T20:30:03.571821] [INFO ] [sig       ] QQMG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:03.710100] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QQMG.txt
[2025-12-18T20:30:03.710219] [INFO ] [sig       ] [2644/3568] Completed QQMG in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:03.710258] [INFO ] [sig       ] [2645/3568] Forecasting QQQ...
[2025-12-18T20:30:03.710288] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-18T20:30:03.710317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-18T20:30:03.722783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-18T20:30:03.723129] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-18T20:30:03.724001] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-18T20:30:03.724055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:03.724087] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:03.724113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:03.724170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:03.780136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:03.781070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:03.781160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:03.781192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:03.903468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:03.903651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:03.903695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:03.903727] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:03.907073] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-18T20:30:03.907351] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-18T20:30:03.907478] [INFO ] [sig       ] QQQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:04.045005] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QQQ.txt
[2025-12-18T20:30:04.045172] [INFO ] [sig       ] [2645/3568] Completed QQQ in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:04.045212] [INFO ] [sig       ] [2646/3568] Forecasting QQQE...
[2025-12-18T20:30:04.045241] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-18T20:30:04.045274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-18T20:30:04.056837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-18T20:30:04.057232] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-18T20:30:04.058103] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-18T20:30:04.058155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:04.058189] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:04.058216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:04.058272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:04.114117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:04.114952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:04.115034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:04.115065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:04.231189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:04.231353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:04.231394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:04.231422] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:04.234812] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=65.74%)
[2025-12-18T20:30:04.235105] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-18T20:30:04.235230] [INFO ] [sig       ] QQQE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:04.373103] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QQQE.txt
[2025-12-18T20:30:04.373260] [INFO ] [sig       ] [2646/3568] Completed QQQE in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:04.373299] [INFO ] [sig       ] [2647/3568] Forecasting QQQI...
[2025-12-18T20:30:04.373327] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-18T20:30:04.373358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-18T20:30:04.384886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-18T20:30:04.385176] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-18T20:30:04.385987] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-18T20:30:04.386040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:04.386073] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:04.386101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:04.386163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:04.442482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:04.443359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:04.443441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:04.443473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:04.556941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:04.557094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:04.557134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:04.557224] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:04.560637] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=63.93%)
[2025-12-18T20:30:04.560911] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-18T20:30:04.561034] [INFO ] [sig       ] QQQI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:04.698887] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QQQI.txt
[2025-12-18T20:30:04.699060] [INFO ] [sig       ] [2647/3568] Completed QQQI in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:04.699101] [INFO ] [sig       ] [2648/3568] Forecasting QQQJ...
[2025-12-18T20:30:04.699132] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-18T20:30:04.699163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-18T20:30:04.710643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-18T20:30:04.711025] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-18T20:30:04.711819] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-18T20:30:04.711870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:04.711901] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:04.711928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:04.711983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:04.767462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:04.768317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:04.768405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:04.768437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:04.886071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:04.886233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:04.886274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:04.886303] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:04.889690] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=65.68%)
[2025-12-18T20:30:04.890005] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-18T20:30:04.890136] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:05.030005] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QQQJ.txt
[2025-12-18T20:30:05.030160] [INFO ] [sig       ] [2648/3568] Completed QQQJ in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:05.030203] [INFO ] [sig       ] [2649/3568] Forecasting QQQM...
[2025-12-18T20:30:05.030235] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-18T20:30:05.030266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-18T20:30:05.042514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-18T20:30:05.042953] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-18T20:30:05.043827] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-18T20:30:05.043893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:05.043937] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:05.043975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:05.044040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:05.104172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:05.105099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:05.105190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:05.105224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:05.232909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:05.233086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:05.233139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:05.233181] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:05.236766] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-18T20:30:05.237078] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-18T20:30:05.237214] [INFO ] [sig       ] QQQM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:05.381422] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QQQM.txt
[2025-12-18T20:30:05.381585] [INFO ] [sig       ] [2649/3568] Completed QQQM in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:05.381628] [INFO ] [sig       ] [2650/3568] Forecasting QQQX...
[2025-12-18T20:30:05.381660] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-18T20:30:05.381693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-18T20:30:05.393168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-18T20:30:05.393495] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-18T20:30:05.394387] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-18T20:30:05.394446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:05.394479] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:05.394508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:05.394595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:05.453091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:05.454078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:05.454184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:05.454225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:05.578608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:05.578757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:05.578799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:05.578828] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:05.582300] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-18T20:30:05.582596] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-18T20:30:05.582724] [INFO ] [sig       ] QQQX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:05.727935] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QQQX.txt
[2025-12-18T20:30:05.728097] [INFO ] [sig       ] [2650/3568] Completed QQQX in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:05.728152] [INFO ] [sig       ] [2651/3568] Forecasting QQQY...
[2025-12-18T20:30:05.728186] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-18T20:30:05.728221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-18T20:30:05.741300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-18T20:30:05.741682] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-18T20:30:05.742649] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-18T20:30:05.742712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:05.742753] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:05.742788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:05.742868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:05.801197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:05.802119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:05.802208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:05.802243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:05.918857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:05.919046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:05.919096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:05.919126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:05.922512] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=61.18%)
[2025-12-18T20:30:05.922809] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-18T20:30:05.922935] [INFO ] [sig       ] QQQY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:06.065407] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QQQY.txt
[2025-12-18T20:30:06.065563] [INFO ] [sig       ] [2651/3568] Completed QQQY in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:06.065621] [INFO ] [sig       ] [2652/3568] Forecasting QRHC...
[2025-12-18T20:30:06.065652] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-18T20:30:06.065682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-18T20:30:06.078499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-18T20:30:06.078832] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-18T20:30:06.079637] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-18T20:30:06.079702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:06.079735] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:06.079762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:06.079818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:06.135269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:06.136067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:06.136147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:06.136179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:06.257089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:06.257239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:06.257280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:06.257308] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:06.260608] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-18T20:30:06.260881] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-18T20:30:06.261006] [INFO ] [sig       ] QRHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:06.398805] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QRHC.txt
[2025-12-18T20:30:06.398949] [INFO ] [sig       ] [2652/3568] Completed QRHC in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:06.399023] [INFO ] [sig       ] [2653/3568] Forecasting QRVO...
[2025-12-18T20:30:06.399057] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-18T20:30:06.399087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-18T20:30:06.409790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-18T20:30:06.410114] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-18T20:30:06.410914] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-18T20:30:06.410966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:06.410998] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:06.411024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:06.411079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:06.466209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:06.466999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:06.467078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:06.467110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:06.587374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:06.587527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:06.587567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:06.587617] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:06.591015] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=16.55%)
[2025-12-18T20:30:06.591294] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-18T20:30:06.591418] [INFO ] [sig       ] QRVO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:06.733202] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QRVO.txt
[2025-12-18T20:30:06.733359] [INFO ] [sig       ] [2653/3568] Completed QRVO in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:06.733399] [INFO ] [sig       ] [2654/3568] Forecasting QS...
[2025-12-18T20:30:06.733430] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-18T20:30:06.733460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-18T20:30:06.745109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-18T20:30:06.745424] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-18T20:30:06.746260] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-18T20:30:06.746313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:06.746344] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:06.746373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:06.746430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:06.803786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:06.804644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:06.804762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:06.804796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:06.927028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:06.927179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:06.927222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:06.927251] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:06.930825] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-18T20:30:06.931114] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-18T20:30:06.931244] [INFO ] [sig       ] QS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:07.067894] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QS.txt
[2025-12-18T20:30:07.068030] [INFO ] [sig       ] [2654/3568] Completed QS in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:07.068070] [INFO ] [sig       ] [2655/3568] Forecasting QSI...
[2025-12-18T20:30:07.068100] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-18T20:30:07.068130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-18T20:30:07.079596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-18T20:30:07.079921] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-18T20:30:07.080708] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-18T20:30:07.080760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:07.080795] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:07.080821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:07.080877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:07.137504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:07.138224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:07.138304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:07.138337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:07.258605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:07.258753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:07.258794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:07.258825] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:07.262328] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-18T20:30:07.262616] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-18T20:30:07.262740] [INFO ] [sig       ] QSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:07.401215] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QSI.txt
[2025-12-18T20:30:07.401339] [INFO ] [sig       ] [2655/3568] Completed QSI in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:07.401384] [INFO ] [sig       ] [2656/3568] Forecasting QTEC...
[2025-12-18T20:30:07.401415] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-18T20:30:07.401444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-18T20:30:07.412946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-18T20:30:07.413231] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-18T20:30:07.413998] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-18T20:30:07.414049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:07.414080] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:07.414106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:07.414163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:07.471302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:07.471971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:07.472053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:07.472088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:07.593224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:07.593388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:07.593431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:07.593459] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:07.596926] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-18T20:30:07.597254] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-18T20:30:07.597389] [INFO ] [sig       ] QTEC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:07.737004] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QTEC.txt
[2025-12-18T20:30:07.737153] [INFO ] [sig       ] [2656/3568] Completed QTEC in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-18T20:30:07.737193] [INFO ] [sig       ] [2657/3568] Forecasting QTRX...
[2025-12-18T20:30:07.737223] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-18T20:30:07.737251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-18T20:30:07.748919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-18T20:30:07.749329] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-18T20:30:07.750134] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-18T20:30:07.750186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:07.750218] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:07.750245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:07.750302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:07.808113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:07.808987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:07.809093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:07.809127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:07.930537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:07.930703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:07.930746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:07.930775] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:07.934115] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=38.91%)
[2025-12-18T20:30:07.934411] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-18T20:30:07.934539] [INFO ] [sig       ] QTRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:08.073835] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QTRX.txt
[2025-12-18T20:30:08.073988] [INFO ] [sig       ] [2657/3568] Completed QTRX in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-18T20:30:08.074028] [INFO ] [sig       ] [2658/3568] Forecasting QTTB...
[2025-12-18T20:30:08.074057] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-18T20:30:08.074086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-18T20:30:08.088549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-18T20:30:08.088857] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-18T20:30:08.089649] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-18T20:30:08.089700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:08.089731] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:08.089758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:08.089813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:08.146825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:08.147467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:08.147548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:08.147597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:08.265364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:08.265508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:08.265549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:08.265595] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:08.268943] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=49.89%)
[2025-12-18T20:30:08.269251] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-18T20:30:08.269379] [INFO ] [sig       ] QTTB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:08.408043] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QTTB.txt
[2025-12-18T20:30:08.408169] [INFO ] [sig       ] [2658/3568] Completed QTTB in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-18T20:30:08.408207] [INFO ] [sig       ] [2659/3568] Forecasting QTUM...
[2025-12-18T20:30:08.408236] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-18T20:30:08.408266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-18T20:30:08.420673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-18T20:30:08.421062] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-18T20:30:08.421976] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-18T20:30:08.422032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:08.422066] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:08.422093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:08.422171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:08.482928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:08.483846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:08.483936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:08.483970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:08.605395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:08.605554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:08.605633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:08.605663] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:08.608970] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-18T20:30:08.609274] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-18T20:30:08.609402] [INFO ] [sig       ] QTUM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:08.746124] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QTUM.txt
[2025-12-18T20:30:08.746275] [INFO ] [sig       ] [2659/3568] Completed QTUM in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-18T20:30:08.746316] [INFO ] [sig       ] [2660/3568] Forecasting QTWO...
[2025-12-18T20:30:08.746348] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-18T20:30:08.746378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-18T20:30:08.758710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-18T20:30:08.759102] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-18T20:30:08.760106] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-18T20:30:08.760162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:08.760196] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:08.760223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:08.760279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:08.821602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:08.822352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:08.822437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:08.822480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:08.950018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:08.950178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:08.950222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:08.950254] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:08.953852] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2025-12-18T20:30:08.954162] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-18T20:30:08.954299] [INFO ] [sig       ] QTWO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:09.098879] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QTWO.txt
[2025-12-18T20:30:09.099043] [INFO ] [sig       ] [2660/3568] Completed QTWO in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:09.099095] [INFO ] [sig       ] [2661/3568] Forecasting QUAD...
[2025-12-18T20:30:09.099130] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-18T20:30:09.099160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-18T20:30:09.113128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-18T20:30:09.113742] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-18T20:30:09.114733] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-18T20:30:09.114788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:09.114864] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:09.114894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:09.114953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:09.173479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:09.174780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:09.174914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:09.174947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:09.299728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:09.299971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:09.300021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:09.300049] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:09.304425] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-12-18T20:30:09.304969] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-18T20:30:09.305150] [INFO ] [sig       ] QUAD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:09.450306] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QUAD.txt
[2025-12-18T20:30:09.450488] [INFO ] [sig       ] [2661/3568] Completed QUAD in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:09.450528] [INFO ] [sig       ] [2662/3568] Forecasting QUIK...
[2025-12-18T20:30:09.450559] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-18T20:30:09.450614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-18T20:30:09.463639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-18T20:30:09.464108] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-18T20:30:09.464938] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-18T20:30:09.464990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:09.465021] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:09.465047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:09.465102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:09.521088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:09.522020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:09.522108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:09.522141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:09.645831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:09.646002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:09.646047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:09.646076] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:09.649648] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=82.55%)
[2025-12-18T20:30:09.649966] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-18T20:30:09.650106] [INFO ] [sig       ] QUIK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:09.786381] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/QUIK.txt
[2025-12-18T20:30:09.786539] [INFO ] [sig       ] [2662/3568] Completed QUIK in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:09.786597] [INFO ] [sig       ] [2663/3568] Forecasting QURE...
[2025-12-18T20:30:09.786630] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-18T20:30:09.786659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-18T20:30:09.800172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-18T20:30:09.800589] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-18T20:30:09.801411] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-18T20:30:09.801476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:09.801529] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:09.801558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:09.801639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:09.864304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:09.865241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:09.865334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:09.865366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:09.990198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:09.990357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:09.990400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:09.990430] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:09.994088] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-18T20:30:09.994374] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-18T20:30:09.994502] [INFO ] [sig       ] QURE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:10.142410] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QURE.txt
[2025-12-18T20:30:10.142558] [INFO ] [sig       ] [2663/3568] Completed QURE in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:10.142618] [INFO ] [sig       ] [2664/3568] Forecasting QVAL...
[2025-12-18T20:30:10.142652] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-18T20:30:10.142682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-18T20:30:10.154027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-18T20:30:10.154332] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-18T20:30:10.155204] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-18T20:30:10.155257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:10.155290] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:10.155326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:10.155407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:10.216995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:10.217849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:10.217935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:10.217969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:10.341649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:10.341831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:10.341887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:10.341958] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:10.345627] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=44.63%)
[2025-12-18T20:30:10.345919] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-18T20:30:10.346048] [INFO ] [sig       ] QVAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:10.492918] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QVAL.txt
[2025-12-18T20:30:10.493111] [INFO ] [sig       ] [2664/3568] Completed QVAL in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:10.493166] [INFO ] [sig       ] [2665/3568] Forecasting QVCC...
[2025-12-18T20:30:10.493199] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-18T20:30:10.493238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-18T20:30:10.505863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-18T20:30:10.506235] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-18T20:30:10.507231] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-18T20:30:10.507286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:10.507318] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:10.507346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:10.507409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:10.568731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:10.569619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:10.569707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:10.569740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:10.692112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:10.692273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:10.692318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:10.692346] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:10.695855] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-18T20:30:10.696145] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-18T20:30:10.696274] [INFO ] [sig       ] QVCC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:10.840867] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QVCC.txt
[2025-12-18T20:30:10.841027] [INFO ] [sig       ] [2665/3568] Completed QVCC in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:10.841077] [INFO ] [sig       ] [2666/3568] Forecasting QYLD...
[2025-12-18T20:30:10.841116] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-18T20:30:10.841152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-18T20:30:10.853954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-18T20:30:10.854332] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-18T20:30:10.855135] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-18T20:30:10.855186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:10.855217] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:10.855243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:10.855299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:10.910139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:10.910975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:10.911059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:10.911090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:11.031323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:11.031488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:11.031530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:11.031559] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:11.034900] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: DOWN (p=46.73%)
[2025-12-18T20:30:11.035181] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-18T20:30:11.035306] [INFO ] [sig       ] QYLD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:11.172741] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QYLD.txt
[2025-12-18T20:30:11.172898] [INFO ] [sig       ] [2666/3568] Completed QYLD in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:11.172943] [INFO ] [sig       ] [2667/3568] Forecasting QYLG...
[2025-12-18T20:30:11.172975] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-18T20:30:11.173005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-18T20:30:11.184146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-18T20:30:11.184512] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-18T20:30:11.185288] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-18T20:30:11.185339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:11.185369] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:11.185395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:11.185450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:11.240752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:11.241649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:11.241734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:11.241768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:11.360683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:11.360840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:11.360888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:11.360922] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:11.364304] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-18T20:30:11.364605] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-18T20:30:11.364733] [INFO ] [sig       ] QYLG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:11.511515] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/QYLG.txt
[2025-12-18T20:30:11.511696] [INFO ] [sig       ] [2667/3568] Completed QYLG in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:11.511738] [INFO ] [sig       ] [2668/3568] Forecasting RA...
[2025-12-18T20:30:11.511768] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-18T20:30:11.511798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-18T20:30:11.524423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-18T20:30:11.524890] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-18T20:30:11.525750] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-18T20:30:11.525802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:11.525834] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:11.525859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:11.525919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:11.582010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:11.582952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:11.583038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:11.583069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:11.714250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:11.714406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:11.714450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:11.714478] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:11.717883] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-12-18T20:30:11.718165] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-18T20:30:11.718339] [INFO ] [sig       ] RA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:11.857280] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RA.txt
[2025-12-18T20:30:11.857414] [INFO ] [sig       ] [2668/3568] Completed RA in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:11.857452] [INFO ] [sig       ] [2669/3568] Forecasting RACE...
[2025-12-18T20:30:11.857481] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-18T20:30:11.857511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-18T20:30:11.868501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-18T20:30:11.868821] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-18T20:30:11.869622] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-18T20:30:11.869673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:11.869703] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:11.869729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:11.869784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:11.924820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:11.925479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:11.925556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:11.925606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:12.046287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:12.046445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:12.046487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:12.046516] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:12.049798] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=78.98%)
[2025-12-18T20:30:12.050064] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-18T20:30:12.050185] [INFO ] [sig       ] RACE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:12.188012] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RACE.txt
[2025-12-18T20:30:12.188165] [INFO ] [sig       ] [2669/3568] Completed RACE in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:12.188205] [INFO ] [sig       ] [2670/3568] Forecasting RAIL...
[2025-12-18T20:30:12.188235] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-18T20:30:12.188265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-18T20:30:12.199240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-18T20:30:12.199633] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-18T20:30:12.200464] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-18T20:30:12.200518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:12.200549] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:12.200598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:12.200657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:12.258184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:12.259091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:12.259182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:12.259215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:12.385618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:12.385774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:12.385833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:12.385864] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:12.389291] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-18T20:30:12.389609] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-18T20:30:12.389738] [INFO ] [sig       ] RAIL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:12.531544] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RAIL.txt
[2025-12-18T20:30:12.531695] [INFO ] [sig       ] [2670/3568] Completed RAIL in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:12.531737] [INFO ] [sig       ] [2671/3568] Forecasting RAMP...
[2025-12-18T20:30:12.531771] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-18T20:30:12.531816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-18T20:30:12.543063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-18T20:30:12.543421] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-18T20:30:12.544234] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-18T20:30:12.544286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:12.544318] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:12.544346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:12.544404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:12.602178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:12.602879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:12.602992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:12.603026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:12.723346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:12.723499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:12.723539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:12.723585] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:12.726881] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=65.24%)
[2025-12-18T20:30:12.727159] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-18T20:30:12.727285] [INFO ] [sig       ] RAMP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:12.864727] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RAMP.txt
[2025-12-18T20:30:12.864878] [INFO ] [sig       ] [2671/3568] Completed RAMP in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:12.864917] [INFO ] [sig       ] [2672/3568] Forecasting RAPP...
[2025-12-18T20:30:12.864948] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-18T20:30:12.864978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-18T20:30:12.876000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-18T20:30:12.876305] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-18T20:30:12.877064] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-18T20:30:12.877115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:12.877147] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:12.877173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:12.877229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:12.932700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:12.933486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:12.933605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:12.933641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:13.052662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:13.052816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:13.052859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:13.052888] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:13.056196] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2025-12-18T20:30:13.056463] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-18T20:30:13.056607] [INFO ] [sig       ] RAPP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:13.194450] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RAPP.txt
[2025-12-18T20:30:13.194628] [INFO ] [sig       ] [2672/3568] Completed RAPP in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:13.194670] [INFO ] [sig       ] [2673/3568] Forecasting RARE...
[2025-12-18T20:30:13.194701] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-18T20:30:13.194730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-18T20:30:13.206122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-18T20:30:13.206436] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-18T20:30:13.207229] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-18T20:30:13.207280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:13.207311] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:13.207337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:13.207394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:13.263211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:13.263972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:13.264054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:13.264086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:13.385842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:13.385995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:13.386035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:13.386063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:13.389391] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-12-18T20:30:13.389689] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-18T20:30:13.389814] [INFO ] [sig       ] RARE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:13.531414] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RARE.txt
[2025-12-18T20:30:13.531560] [INFO ] [sig       ] [2673/3568] Completed RARE in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-18T20:30:13.531616] [INFO ] [sig       ] [2674/3568] Forecasting RAVE...
[2025-12-18T20:30:13.531646] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-18T20:30:13.531675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-18T20:30:13.543505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-18T20:30:13.543810] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-18T20:30:13.544763] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-18T20:30:13.544814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:13.544856] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:13.544884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:13.544940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:13.602926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:13.603785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:13.603865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:13.603897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:13.722176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:13.722344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:13.722388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:13.722417] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:13.726007] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-18T20:30:13.726361] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-18T20:30:13.726512] [INFO ] [sig       ] RAVE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:13.890632] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RAVE.txt
[2025-12-18T20:30:13.890896] [INFO ] [sig       ] [2674/3568] Completed RAVE in 0.4s | 2.94 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-18T20:30:13.890973] [INFO ] [sig       ] [2675/3568] Forecasting RAY...
[2025-12-18T20:30:13.891029] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-18T20:30:13.891082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-18T20:30:13.905982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-18T20:30:13.906421] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-18T20:30:13.907460] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-18T20:30:13.907524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:13.907561] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:13.907685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:13.907767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:13.983894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:13.984998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:13.985103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:13.985136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:14.144040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:14.144234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:14.144295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:14.144336] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:14.149247] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: UP (p=54.70%)
[2025-12-18T20:30:14.149767] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-18T20:30:14.149960] [INFO ] [sig       ] RAY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:14.374369] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RAY.txt
[2025-12-18T20:30:14.374615] [INFO ] [sig       ] [2675/3568] Completed RAY in 0.5s | 2.94 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-18T20:30:14.374682] [INFO ] [sig       ] [2676/3568] Forecasting RBA...
[2025-12-18T20:30:14.374728] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-18T20:30:14.374768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-18T20:30:14.394170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-18T20:30:14.394719] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-18T20:30:14.395950] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-18T20:30:14.396017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:14.396058] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:14.396093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:14.396175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:14.480730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:14.481851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:14.481970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:14.482021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:14.630424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:14.630607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:14.630652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:14.630680] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:14.634164] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-18T20:30:14.634493] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-18T20:30:14.634658] [INFO ] [sig       ] RBA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:14.785069] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RBA.txt
[2025-12-18T20:30:14.785236] [INFO ] [sig       ] [2676/3568] Completed RBA in 0.4s | 2.94 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-18T20:30:14.785276] [INFO ] [sig       ] [2677/3568] Forecasting RBB...
[2025-12-18T20:30:14.785306] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-18T20:30:14.785336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-18T20:30:14.797387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-18T20:30:14.797783] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-18T20:30:14.798644] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-18T20:30:14.798696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:14.798729] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:14.798755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:14.798811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:14.854837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:14.855757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:14.855843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:14.855876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:14.979881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:14.980042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:14.980084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:14.980113] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:14.983460] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=54.77%)
[2025-12-18T20:30:14.983775] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-18T20:30:14.983925] [INFO ] [sig       ] RBB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:15.122484] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RBB.txt
[2025-12-18T20:30:15.122636] [INFO ] [sig       ] [2677/3568] Completed RBB in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:15.122678] [INFO ] [sig       ] [2678/3568] Forecasting RBBN...
[2025-12-18T20:30:15.122757] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-18T20:30:15.122789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-18T20:30:15.133628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-18T20:30:15.133941] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-18T20:30:15.134720] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-18T20:30:15.134771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:15.134828] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:15.134856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:15.134913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:15.190554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:15.191286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:15.191367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:15.191399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:15.306736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:15.306891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:15.306931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:15.306959] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:15.310259] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-12-18T20:30:15.310529] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-18T20:30:15.310673] [INFO ] [sig       ] RBBN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:15.448498] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RBBN.txt
[2025-12-18T20:30:15.448665] [INFO ] [sig       ] [2678/3568] Completed RBBN in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:15.448707] [INFO ] [sig       ] [2679/3568] Forecasting RBC...
[2025-12-18T20:30:15.448737] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-18T20:30:15.448766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-18T20:30:15.461121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-18T20:30:15.461487] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-18T20:30:15.462597] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-18T20:30:15.462652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:15.462686] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:15.462713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:15.462770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:15.524469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:15.525397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:15.525483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:15.525517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:15.646915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:15.647083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:15.647130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:15.647160] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:15.650651] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-18T20:30:15.650934] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-18T20:30:15.651093] [INFO ] [sig       ] RBC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:15.794980] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RBC.txt
[2025-12-18T20:30:15.795151] [INFO ] [sig       ] [2679/3568] Completed RBC in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:15.795200] [INFO ] [sig       ] [2680/3568] Forecasting RBCAA...
[2025-12-18T20:30:15.795231] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-18T20:30:15.795262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-18T20:30:15.806392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-18T20:30:15.806762] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-18T20:30:15.807560] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-18T20:30:15.807646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:15.807682] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:15.807711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:15.807769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:15.867899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:15.868738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:15.868824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:15.868856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:15.987105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:15.987248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:15.987286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:15.987313] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:15.990540] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-18T20:30:15.990830] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-18T20:30:15.990955] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:16.127150] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RBCAA.txt
[2025-12-18T20:30:16.127258] [INFO ] [sig       ] [2680/3568] Completed RBCAA in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:16.127295] [INFO ] [sig       ] [2681/3568] Forecasting RBLX...
[2025-12-18T20:30:16.127324] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-18T20:30:16.127353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-18T20:30:16.139060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-18T20:30:16.139334] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-18T20:30:16.140097] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-18T20:30:16.140148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:16.140178] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:16.140203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:16.140258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:16.195633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:16.196206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:16.196284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:16.196315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:16.314994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:16.315132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:16.315171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:16.315243] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:16.318517] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=36.89%)
[2025-12-18T20:30:16.318802] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-18T20:30:16.318925] [INFO ] [sig       ] RBLX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:16.456077] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RBLX.txt
[2025-12-18T20:30:16.456199] [INFO ] [sig       ] [2681/3568] Completed RBLX in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:16.456236] [INFO ] [sig       ] [2682/3568] Forecasting RC...
[2025-12-18T20:30:16.456266] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-18T20:30:16.456297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-18T20:30:16.467547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-18T20:30:16.467859] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-18T20:30:16.468624] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-18T20:30:16.468675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:16.468706] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:16.468732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:16.468787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:16.524300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:16.524926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:16.525003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:16.525035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:16.643639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:16.643788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:16.643828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:16.643855] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:16.647127] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-12-18T20:30:16.647400] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-18T20:30:16.647528] [INFO ] [sig       ] RC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:16.784517] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RC.txt
[2025-12-18T20:30:16.784654] [INFO ] [sig       ] [2682/3568] Completed RC in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:16.784694] [INFO ] [sig       ] [2683/3568] Forecasting RCEL...
[2025-12-18T20:30:16.784723] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-18T20:30:16.784752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-18T20:30:16.796078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-18T20:30:16.796378] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-18T20:30:16.797167] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-18T20:30:16.797220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:16.797250] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:16.797276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:16.797331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:16.854012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:16.854687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:16.854765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:16.854811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:16.976003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:16.976136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:16.976175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:16.976205] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:16.979542] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=37.05%)
[2025-12-18T20:30:16.979823] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-18T20:30:16.979941] [INFO ] [sig       ] RCEL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:17.117279] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RCEL.txt
[2025-12-18T20:30:17.117400] [INFO ] [sig       ] [2683/3568] Completed RCEL in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:17.117437] [INFO ] [sig       ] [2684/3568] Forecasting RCI...
[2025-12-18T20:30:17.117465] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-18T20:30:17.117495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-18T20:30:17.128428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-18T20:30:17.128725] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-18T20:30:17.129687] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-18T20:30:17.129738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:17.129769] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:17.129795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:17.129852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:17.189903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:17.190520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:17.190614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:17.190648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:17.309346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:17.309476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:17.309515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:17.309543] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:17.312929] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=34.13%)
[2025-12-18T20:30:17.313202] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-18T20:30:17.313320] [INFO ] [sig       ] RCI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:17.450933] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RCI.txt
[2025-12-18T20:30:17.451056] [INFO ] [sig       ] [2684/3568] Completed RCI in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:17.451094] [INFO ] [sig       ] [2685/3568] Forecasting RCKY...
[2025-12-18T20:30:17.451124] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-18T20:30:17.451152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-18T20:30:17.461813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-18T20:30:17.462100] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-18T20:30:17.462865] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-18T20:30:17.462916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:17.462948] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:17.462974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:17.463041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:17.518655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:17.519290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:17.519367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:17.519399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:17.637702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:17.637855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:17.637895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:17.637923] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:17.641201] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-18T20:30:17.641471] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-18T20:30:17.641608] [INFO ] [sig       ] RCKY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:17.778437] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RCKY.txt
[2025-12-18T20:30:17.778559] [INFO ] [sig       ] [2685/3568] Completed RCKY in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:17.778614] [INFO ] [sig       ] [2686/3568] Forecasting RCL...
[2025-12-18T20:30:17.778645] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-18T20:30:17.778673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-18T20:30:17.789703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-18T20:30:17.790033] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-18T20:30:17.790842] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-18T20:30:17.790896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:17.790928] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:17.790956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:17.791012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:17.849961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:17.850657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:17.850736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:17.850767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:17.967564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:17.967738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:17.967788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:17.967815] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:17.971081] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-12-18T20:30:17.971348] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-18T20:30:17.971469] [INFO ] [sig       ] RCL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:18.108803] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RCL.txt
[2025-12-18T20:30:18.108916] [INFO ] [sig       ] [2686/3568] Completed RCL in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:18.108953] [INFO ] [sig       ] [2687/3568] Forecasting RCS...
[2025-12-18T20:30:18.108983] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-18T20:30:18.109026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-18T20:30:18.119863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-18T20:30:18.120138] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-18T20:30:18.120903] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-18T20:30:18.120964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:18.120996] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:18.121022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:18.121078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:18.177329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:18.177952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:18.178027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:18.178058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:18.292078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:18.292204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:18.292244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:18.292272] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:18.295510] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2025-12-18T20:30:18.295793] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-18T20:30:18.295917] [INFO ] [sig       ] RCS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:18.431936] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RCS.txt
[2025-12-18T20:30:18.432046] [INFO ] [sig       ] [2687/3568] Completed RCS in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:18.432084] [INFO ] [sig       ] [2688/3568] Forecasting RCUS...
[2025-12-18T20:30:18.432113] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-18T20:30:18.432143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-18T20:30:18.443144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-18T20:30:18.443423] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-18T20:30:18.444188] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-18T20:30:18.444239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:18.444270] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:18.444297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:18.444352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:18.503667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:18.504432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:18.504537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:18.504570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:18.625051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:18.625204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:18.625245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:18.625273] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:18.628536] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-12-18T20:30:18.628822] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-18T20:30:18.628942] [INFO ] [sig       ] RCUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:18.764498] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RCUS.txt
[2025-12-18T20:30:18.764639] [INFO ] [sig       ] [2688/3568] Completed RCUS in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:18.764678] [INFO ] [sig       ] [2689/3568] Forecasting RDCM...
[2025-12-18T20:30:18.764708] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-18T20:30:18.764738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-18T20:30:18.776077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-18T20:30:18.776379] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-18T20:30:18.777151] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-18T20:30:18.777202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:18.777233] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:18.777259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:18.777315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:18.835718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:18.836612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:18.836694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:18.836726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:18.954673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:18.954822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:18.954863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:18.954892] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:18.958401] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-18T20:30:18.958685] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-18T20:30:18.958807] [INFO ] [sig       ] RDCM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:19.100980] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RDCM.txt
[2025-12-18T20:30:19.101107] [INFO ] [sig       ] [2689/3568] Completed RDCM in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:19.101145] [INFO ] [sig       ] [2690/3568] Forecasting RDHL...
[2025-12-18T20:30:19.101175] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-18T20:30:19.101204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-18T20:30:19.111777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-18T20:30:19.112044] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-18T20:30:19.112867] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-18T20:30:19.112922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:19.112954] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:19.112980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:19.113037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:19.171734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:19.172732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:19.172818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:19.172850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:19.286965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:19.287133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:19.287177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:19.287205] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:19.290924] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=40.36%)
[2025-12-18T20:30:19.291201] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-18T20:30:19.291328] [INFO ] [sig       ] RDHL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:19.428826] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RDHL.txt
[2025-12-18T20:30:19.428963] [INFO ] [sig       ] [2690/3568] Completed RDHL in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:19.429011] [INFO ] [sig       ] [2691/3568] Forecasting RDVY...
[2025-12-18T20:30:19.429041] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-18T20:30:19.429083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-18T20:30:19.440350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-18T20:30:19.440639] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-18T20:30:19.441392] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-18T20:30:19.441442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:19.441473] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:19.441499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:19.441554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:19.497124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:19.497727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:19.497802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:19.497833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:19.616707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:19.616843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:19.616881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:19.616910] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:19.620166] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=31.31%)
[2025-12-18T20:30:19.620440] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-18T20:30:19.620560] [INFO ] [sig       ] RDVY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:19.778782] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RDVY.txt
[2025-12-18T20:30:19.778964] [INFO ] [sig       ] [2691/3568] Completed RDVY in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-18T20:30:19.779035] [INFO ] [sig       ] [2692/3568] Forecasting RDY...
[2025-12-18T20:30:19.779068] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-18T20:30:19.779099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-18T20:30:19.791878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-18T20:30:19.792284] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-18T20:30:19.793154] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-18T20:30:19.793207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:19.793239] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:19.793266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:19.793323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:19.855910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:19.856849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:19.856943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:19.856977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:19.988486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:19.988663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:19.988709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:19.988738] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:19.992501] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=44.49%)
[2025-12-18T20:30:19.992958] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-18T20:30:19.993107] [INFO ] [sig       ] RDY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:20.143673] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RDY.txt
[2025-12-18T20:30:20.143865] [INFO ] [sig       ] [2692/3568] Completed RDY in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-18T20:30:20.143916] [INFO ] [sig       ] [2693/3568] Forecasting REAL...
[2025-12-18T20:30:20.143957] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-18T20:30:20.143992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-18T20:30:20.156083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-18T20:30:20.156465] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-18T20:30:20.157240] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-18T20:30:20.157291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:20.157322] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:20.157349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:20.157405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:20.213820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:20.214648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:20.214729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:20.214761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:20.336710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:20.336844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:20.336882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:20.336909] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:20.340301] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=0.09%)
[2025-12-18T20:30:20.340567] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-18T20:30:20.340708] [INFO ] [sig       ] REAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:20.476238] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/REAL.txt
[2025-12-18T20:30:20.476368] [INFO ] [sig       ] [2693/3568] Completed REAL in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-18T20:30:20.476405] [INFO ] [sig       ] [2694/3568] Forecasting REAX...
[2025-12-18T20:30:20.476434] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-18T20:30:20.476465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-18T20:30:20.487683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-18T20:30:20.487966] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-18T20:30:20.488733] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-18T20:30:20.488784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:20.488815] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:20.488841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:20.488896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:20.544026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:20.544653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:20.544729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:20.544762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:20.665232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:20.665436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:20.665493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:20.665524] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:20.669117] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=74.88%)
[2025-12-18T20:30:20.669403] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-18T20:30:20.669536] [INFO ] [sig       ] REAX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:20.809270] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/REAX.txt
[2025-12-18T20:30:20.809410] [INFO ] [sig       ] [2694/3568] Completed REAX in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-18T20:30:20.809450] [INFO ] [sig       ] [2695/3568] Forecasting REBN...
[2025-12-18T20:30:20.809479] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-18T20:30:20.809511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-18T20:30:20.820863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-18T20:30:20.821159] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-18T20:30:20.821956] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-18T20:30:20.822034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:20.822067] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:20.822094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:20.822155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:20.880909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:20.881754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:20.881835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:20.881869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:21.000417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:21.000609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:21.000664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:21.000694] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:21.004248] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2025-12-18T20:30:21.004525] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-18T20:30:21.004687] [INFO ] [sig       ] REBN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:21.148682] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/REBN.txt
[2025-12-18T20:30:21.148809] [INFO ] [sig       ] [2695/3568] Completed REBN in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:21.148846] [INFO ] [sig       ] [2696/3568] Forecasting REFI...
[2025-12-18T20:30:21.148876] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-18T20:30:21.148905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-18T20:30:21.161039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-18T20:30:21.161409] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-18T20:30:21.162199] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-18T20:30:21.162250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:21.162281] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:21.162307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:21.162364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:21.217355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:21.218219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:21.218305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:21.218337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:21.336825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:21.336982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:21.337050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:21.337078] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:21.340434] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-18T20:30:21.340735] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-18T20:30:21.340861] [INFO ] [sig       ] REFI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:21.480265] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/REFI.txt
[2025-12-18T20:30:21.480418] [INFO ] [sig       ] [2696/3568] Completed REFI in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:21.480457] [INFO ] [sig       ] [2697/3568] Forecasting REG...
[2025-12-18T20:30:21.480487] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-18T20:30:21.480517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-18T20:30:21.492697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-18T20:30:21.493042] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-18T20:30:21.493951] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-18T20:30:21.494006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:21.494039] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:21.494066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:21.494122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:21.559281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:21.560273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:21.560358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:21.560391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:21.685196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:21.685345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:21.685387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:21.685416] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:21.688836] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=77.89%)
[2025-12-18T20:30:21.689137] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-18T20:30:21.689262] [INFO ] [sig       ] REG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:21.835117] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/REG.txt
[2025-12-18T20:30:21.835492] [INFO ] [sig       ] [2697/3568] Completed REG in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:21.835540] [INFO ] [sig       ] [2698/3568] Forecasting REGN...
[2025-12-18T20:30:21.835590] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-18T20:30:21.835623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-18T20:30:21.847320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-18T20:30:21.847713] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-18T20:30:21.848601] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-18T20:30:21.848670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:21.848717] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:21.848757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:21.848829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:21.909687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:21.910604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:21.910688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:21.910724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:22.035537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:22.035710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:22.035796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:22.035830] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:22.039247] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-12-18T20:30:22.039527] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-18T20:30:22.039670] [INFO ] [sig       ] REGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:22.179653] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/REGN.txt
[2025-12-18T20:30:22.179785] [INFO ] [sig       ] [2698/3568] Completed REGN in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:22.179822] [INFO ] [sig       ] [2699/3568] Forecasting RELL...
[2025-12-18T20:30:22.179852] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-18T20:30:22.179881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-18T20:30:22.191718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-18T20:30:22.192092] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-18T20:30:22.192899] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-18T20:30:22.192950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:22.193005] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:22.193040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:22.193101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:22.248239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:22.249113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:22.249198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:22.249230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:22.370648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:22.370815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:22.370857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:22.370885] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:22.374303] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=35.50%)
[2025-12-18T20:30:22.374620] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-18T20:30:22.374748] [INFO ] [sig       ] RELL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:22.514987] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RELL.txt
[2025-12-18T20:30:22.515124] [INFO ] [sig       ] [2699/3568] Completed RELL in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:22.515163] [INFO ] [sig       ] [2700/3568] Forecasting RELX...
[2025-12-18T20:30:22.515193] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-18T20:30:22.515222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-18T20:30:22.526487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-18T20:30:22.526796] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-18T20:30:22.527555] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-18T20:30:22.527627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:22.527660] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:22.527687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:22.527743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:22.583997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:22.584731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:22.584812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:22.584845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:22.709438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:22.709627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:22.709687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:22.709736] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:22.713211] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=39.68%)
[2025-12-18T20:30:22.713505] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-18T20:30:22.713656] [INFO ] [sig       ] RELX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:22.857702] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RELX.txt
[2025-12-18T20:30:22.857842] [INFO ] [sig       ] [2700/3568] Completed RELX in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:22.857881] [INFO ] [sig       ] [2701/3568] Forecasting RELY...
[2025-12-18T20:30:22.857920] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-18T20:30:22.857952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-18T20:30:22.869868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-18T20:30:22.870160] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-18T20:30:22.870944] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-18T20:30:22.870997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:22.871029] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:22.871056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:22.871113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:22.927224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:22.927855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:22.927932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:22.927962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:23.046996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:23.047150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:23.047194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:23.047224] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:23.050590] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=9.74%)
[2025-12-18T20:30:23.050868] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-18T20:30:23.050989] [INFO ] [sig       ] RELY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:23.188988] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RELY.txt
[2025-12-18T20:30:23.189135] [INFO ] [sig       ] [2701/3568] Completed RELY in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:23.189187] [INFO ] [sig       ] [2702/3568] Forecasting REPL...
[2025-12-18T20:30:23.189243] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-18T20:30:23.189274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-18T20:30:23.200477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-18T20:30:23.200786] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-18T20:30:23.201525] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-18T20:30:23.201593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:23.201626] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:23.201653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:23.201710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:23.257873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:23.258546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:23.258641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:23.258675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:23.381123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:23.381281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:23.381336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:23.381369] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:23.384879] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-18T20:30:23.385164] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-18T20:30:23.385297] [INFO ] [sig       ] REPL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:23.524410] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/REPL.txt
[2025-12-18T20:30:23.524553] [INFO ] [sig       ] [2702/3568] Completed REPL in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:23.524616] [INFO ] [sig       ] [2703/3568] Forecasting RERE...
[2025-12-18T20:30:23.524648] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-18T20:30:23.524677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-18T20:30:23.536223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-18T20:30:23.536535] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-18T20:30:23.537304] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-18T20:30:23.537354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:23.537386] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:23.537411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:23.537466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:23.595003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:23.595792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:23.595872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:23.595906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:23.715463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:23.715639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:23.715684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:23.715712] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:23.719061] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-12-18T20:30:23.719358] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-18T20:30:23.719485] [INFO ] [sig       ] RERE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:23.861233] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RERE.txt
[2025-12-18T20:30:23.861366] [INFO ] [sig       ] [2703/3568] Completed RERE in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:23.861406] [INFO ] [sig       ] [2704/3568] Forecasting RES...
[2025-12-18T20:30:23.861439] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-18T20:30:23.861469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-18T20:30:23.872951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-18T20:30:23.873269] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-18T20:30:23.874059] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-18T20:30:23.874114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:23.874150] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:23.874178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:23.874236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:23.931407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:23.932349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:23.932437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:23.932470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:24.053820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:24.053994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:24.054047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:24.054078] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:24.057557] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2025-12-18T20:30:24.057860] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-18T20:30:24.057986] [INFO ] [sig       ] RES: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:24.199414] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RES.txt
[2025-12-18T20:30:24.199600] [INFO ] [sig       ] [2704/3568] Completed RES in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:24.199642] [INFO ] [sig       ] [2705/3568] Forecasting REVG...
[2025-12-18T20:30:24.199673] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-18T20:30:24.199703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-18T20:30:24.211537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-18T20:30:24.211919] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-18T20:30:24.212910] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-18T20:30:24.212962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:24.212993] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:24.213019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:24.213122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:24.273205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:24.274085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:24.274173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:24.274204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:24.399121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:24.399265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:24.399323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:24.399353] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:24.402624] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=74.23%)
[2025-12-18T20:30:24.402894] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-18T20:30:24.403012] [INFO ] [sig       ] REVG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:24.540980] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/REVG.txt
[2025-12-18T20:30:24.541114] [INFO ] [sig       ] [2705/3568] Completed REVG in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:24.541152] [INFO ] [sig       ] [2706/3568] Forecasting REX...
[2025-12-18T20:30:24.541183] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-18T20:30:24.541213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-18T20:30:24.551619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-18T20:30:24.551899] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-18T20:30:24.552681] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-18T20:30:24.552732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:24.552763] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:24.552789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:24.552844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:24.608279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:24.609037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:24.609129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:24.609165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:24.730519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:24.730713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:24.730761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:24.730791] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:24.734275] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-18T20:30:24.734623] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-18T20:30:24.734754] [INFO ] [sig       ] REX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:24.873669] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/REX.txt
[2025-12-18T20:30:24.873820] [INFO ] [sig       ] [2706/3568] Completed REX in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:24.873865] [INFO ] [sig       ] [2707/3568] Forecasting REYN...
[2025-12-18T20:30:24.873898] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-18T20:30:24.873928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-18T20:30:24.885837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-18T20:30:24.886147] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-18T20:30:24.887051] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-18T20:30:24.887103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:24.887134] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:24.887161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:24.887224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:24.942714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:24.943447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:24.943525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:24.943556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:25.058235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:25.058378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:25.058418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:25.058446] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:25.061833] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=80.45%)
[2025-12-18T20:30:25.062119] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-18T20:30:25.062250] [INFO ] [sig       ] REYN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:25.202357] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/REYN.txt
[2025-12-18T20:30:25.202484] [INFO ] [sig       ] [2707/3568] Completed REYN in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:25.202522] [INFO ] [sig       ] [2708/3568] Forecasting REZI...
[2025-12-18T20:30:25.202551] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-18T20:30:25.202596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-18T20:30:25.214111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-18T20:30:25.214394] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-18T20:30:25.215178] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-18T20:30:25.215229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:25.215261] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:25.215288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:25.215344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:25.275744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:25.276623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:25.276729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:25.276763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:25.394085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:25.394243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:25.394285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:25.394312] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:25.397712] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-12-18T20:30:25.398031] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-18T20:30:25.398157] [INFO ] [sig       ] REZI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:25.533404] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/REZI.txt
[2025-12-18T20:30:25.533520] [INFO ] [sig       ] [2708/3568] Completed REZI in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-18T20:30:25.533558] [INFO ] [sig       ] [2709/3568] Forecasting RF...
[2025-12-18T20:30:25.533605] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-18T20:30:25.533636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-18T20:30:25.544744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-18T20:30:25.545014] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-18T20:30:25.545775] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-18T20:30:25.545827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:25.545869] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:25.545897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:25.545953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:25.601832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:25.602463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:25.602540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:25.602588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:25.720718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:25.720870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:25.720913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:25.720942] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:25.724428] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=52.48%)
[2025-12-18T20:30:25.724717] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-18T20:30:25.724859] [INFO ] [sig       ] RF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:25.861168] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RF.txt
[2025-12-18T20:30:25.861301] [INFO ] [sig       ] [2709/3568] Completed RF in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-18T20:30:25.861339] [INFO ] [sig       ] [2710/3568] Forecasting RFI...
[2025-12-18T20:30:25.861368] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-18T20:30:25.861396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-18T20:30:25.873554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-18T20:30:25.873866] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-18T20:30:25.874629] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-18T20:30:25.874680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:25.874710] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:25.874736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:25.874792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:25.933981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:25.934852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:25.934946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:25.934983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:26.048223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:26.048396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:26.048440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:26.048469] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:26.051864] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-12-18T20:30:26.052154] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-18T20:30:26.052292] [INFO ] [sig       ] RFI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:26.188177] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RFI.txt
[2025-12-18T20:30:26.188314] [INFO ] [sig       ] [2710/3568] Completed RFI in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-18T20:30:26.188360] [INFO ] [sig       ] [2711/3568] Forecasting RFL...
[2025-12-18T20:30:26.188392] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-18T20:30:26.188422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-18T20:30:26.201471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-18T20:30:26.201887] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-18T20:30:26.202704] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-18T20:30:26.202755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:26.202786] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:26.202812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:26.202873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:26.262087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:26.262993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:26.263076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:26.263107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:26.377797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:26.377945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:26.377987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:26.378016] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:26.381403] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-18T20:30:26.381701] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-18T20:30:26.381829] [INFO ] [sig       ] RFL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:26.523616] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RFL.txt
[2025-12-18T20:30:26.523768] [INFO ] [sig       ] [2711/3568] Completed RFL in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-18T20:30:26.523807] [INFO ] [sig       ] [2712/3568] Forecasting RFM...
[2025-12-18T20:30:26.523837] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-18T20:30:26.523867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-18T20:30:26.534902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-18T20:30:26.535224] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-18T20:30:26.536034] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-18T20:30:26.536088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:26.536121] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:26.536150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:26.536208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:26.592349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:26.592990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:26.593069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:26.593102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:26.702101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:26.702250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:26.702290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:26.702318] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:26.705627] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-12-18T20:30:26.705898] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-18T20:30:26.706019] [INFO ] [sig       ] RFM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:26.843261] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RFM.txt
[2025-12-18T20:30:26.843396] [INFO ] [sig       ] [2712/3568] Completed RFM in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-18T20:30:26.843435] [INFO ] [sig       ] [2713/3568] Forecasting RFMZ...
[2025-12-18T20:30:26.843472] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-18T20:30:26.843503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-18T20:30:26.854641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-18T20:30:26.854926] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-18T20:30:26.855698] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-18T20:30:26.855748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:26.855778] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:26.855804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:26.855859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:26.910978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:26.911620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:26.911698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:26.911729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:27.026733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:27.026888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:27.026930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:27.026958] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:27.030355] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-12-18T20:30:27.030663] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-18T20:30:27.030788] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:27.168020] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RFMZ.txt
[2025-12-18T20:30:27.168170] [INFO ] [sig       ] [2713/3568] Completed RFMZ in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:27.168210] [INFO ] [sig       ] [2714/3568] Forecasting RGA...
[2025-12-18T20:30:27.168240] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-18T20:30:27.168273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-18T20:30:27.179745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-18T20:30:27.180045] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-18T20:30:27.180819] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-18T20:30:27.180869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:27.180901] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:27.180927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:27.180988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:27.235947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:27.236540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:27.236633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:27.236666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:27.354031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:27.354171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:27.354211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:27.354238] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:27.357482] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=62.49%)
[2025-12-18T20:30:27.357768] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-18T20:30:27.357888] [INFO ] [sig       ] RGA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:27.492050] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RGA.txt
[2025-12-18T20:30:27.492173] [INFO ] [sig       ] [2714/3568] Completed RGA in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:27.492216] [INFO ] [sig       ] [2715/3568] Forecasting RGCO...
[2025-12-18T20:30:27.492253] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-18T20:30:27.492287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-18T20:30:27.503456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-18T20:30:27.503779] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-18T20:30:27.504537] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-18T20:30:27.504604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:27.504636] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:27.504662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:27.504718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:27.563807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:27.564674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:27.564753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:27.564785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:27.672974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:27.673123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:27.673163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:27.673192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:27.676442] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-12-18T20:30:27.676732] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-18T20:30:27.676851] [INFO ] [sig       ] RGCO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:27.813345] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RGCO.txt
[2025-12-18T20:30:27.813456] [INFO ] [sig       ] [2715/3568] Completed RGCO in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:27.813493] [INFO ] [sig       ] [2716/3568] Forecasting RGEN...
[2025-12-18T20:30:27.813522] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-18T20:30:27.813551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-18T20:30:27.825368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-18T20:30:27.825668] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-18T20:30:27.826424] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-18T20:30:27.826476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:27.826508] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:27.826536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:27.826616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:27.881989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:27.882614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:27.882690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:27.882732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:28.001850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:28.001993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:28.002033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:28.002101] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:28.005355] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: UP (p=56.71%)
[2025-12-18T20:30:28.005653] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-18T20:30:28.005779] [INFO ] [sig       ] RGEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:28.140968] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RGEN.txt
[2025-12-18T20:30:28.141086] [INFO ] [sig       ] [2716/3568] Completed RGEN in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:28.141124] [INFO ] [sig       ] [2717/3568] Forecasting RGLD...
[2025-12-18T20:30:28.141153] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-18T20:30:28.141181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-18T20:30:28.152451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-18T20:30:28.152739] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-18T20:30:28.153508] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-18T20:30:28.153559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:28.153611] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:28.153639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:28.153695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:28.212272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:28.212990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:28.213066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:28.213097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:28.329135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:28.329243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:28.329281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:28.329314] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:28.332490] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2025-12-18T20:30:28.332770] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-18T20:30:28.332891] [INFO ] [sig       ] RGLD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:28.468976] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RGLD.txt
[2025-12-18T20:30:28.469106] [INFO ] [sig       ] [2717/3568] Completed RGLD in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:28.469144] [INFO ] [sig       ] [2718/3568] Forecasting RGNX...
[2025-12-18T20:30:28.469173] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-18T20:30:28.469202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-18T20:30:28.480281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-18T20:30:28.480560] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-18T20:30:28.481357] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-18T20:30:28.481418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:28.481457] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:28.481484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:28.481541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:28.537853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:28.538442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:28.538519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:28.538562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:28.654746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:28.654857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:28.654894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:28.654922] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:28.658044] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-12-18T20:30:28.658309] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-18T20:30:28.658428] [INFO ] [sig       ] RGNX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:28.794484] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RGNX.txt
[2025-12-18T20:30:28.794614] [INFO ] [sig       ] [2718/3568] Completed RGNX in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:28.794680] [INFO ] [sig       ] [2719/3568] Forecasting RGP...
[2025-12-18T20:30:28.794710] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-18T20:30:28.794740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-18T20:30:28.806180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-18T20:30:28.806476] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-18T20:30:28.807271] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-18T20:30:28.807330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:28.807362] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:28.807390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:28.807448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:28.863009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:28.863626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:28.863721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:28.863752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:28.978493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:28.978614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:28.978653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:28.978681] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:28.981840] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=15.80%)
[2025-12-18T20:30:28.982103] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-18T20:30:28.982229] [INFO ] [sig       ] RGP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:29.118979] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RGP.txt
[2025-12-18T20:30:29.119101] [INFO ] [sig       ] [2719/3568] Completed RGP in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:29.119138] [INFO ] [sig       ] [2720/3568] Forecasting RGS...
[2025-12-18T20:30:29.119167] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-18T20:30:29.119197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-18T20:30:29.130359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-18T20:30:29.130671] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-18T20:30:29.131472] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-18T20:30:29.131525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:29.131558] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:29.131620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:29.131693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:29.187157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:29.187772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:29.187847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:29.187877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:29.300209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:29.300347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:29.300387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:29.300415] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:29.303755] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-18T20:30:29.304027] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-18T20:30:29.304154] [INFO ] [sig       ] RGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:29.440973] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RGS.txt
[2025-12-18T20:30:29.441093] [INFO ] [sig       ] [2720/3568] Completed RGS in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:29.441133] [INFO ] [sig       ] [2721/3568] Forecasting RGTI...
[2025-12-18T20:30:29.441162] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-18T20:30:29.441190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-18T20:30:29.452379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-18T20:30:29.452693] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-18T20:30:29.453484] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-18T20:30:29.453536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:29.453569] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:29.453634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:29.453702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:29.510143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:29.510753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:29.510830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:29.510861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:29.628886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:29.629020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:29.629066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:29.629093] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:29.632222] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-18T20:30:29.632490] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-18T20:30:29.632630] [INFO ] [sig       ] RGTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:29.769544] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RGTI.txt
[2025-12-18T20:30:29.769673] [INFO ] [sig       ] [2721/3568] Completed RGTI in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:29.769711] [INFO ] [sig       ] [2722/3568] Forecasting RH...
[2025-12-18T20:30:29.769739] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-18T20:30:29.769768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-18T20:30:29.781920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-18T20:30:29.782221] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-18T20:30:29.783052] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-18T20:30:29.783117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:29.783150] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:29.783205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:29.783266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:29.840287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:29.840911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:29.840987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:29.841017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:29.960266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:29.960409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:29.960449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:29.960477] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:29.963695] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-12-18T20:30:29.963958] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-18T20:30:29.964078] [INFO ] [sig       ] RH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:30.100407] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RH.txt
[2025-12-18T20:30:30.100519] [INFO ] [sig       ] [2722/3568] Completed RH in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:30.100555] [INFO ] [sig       ] [2723/3568] Forecasting RHI...
[2025-12-18T20:30:30.100602] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-18T20:30:30.100635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-18T20:30:30.111961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-18T20:30:30.112258] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-18T20:30:30.113100] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-18T20:30:30.113154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:30.113185] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:30.113214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:30.113271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:30.170289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:30.170915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:30.170992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:30.171023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:30.296147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:30.296275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:30.296315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:30.296343] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:30.299618] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-12-18T20:30:30.299886] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-18T20:30:30.300006] [INFO ] [sig       ] RHI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:30.437307] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RHI.txt
[2025-12-18T20:30:30.437414] [INFO ] [sig       ] [2723/3568] Completed RHI in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:30.437451] [INFO ] [sig       ] [2724/3568] Forecasting RHP...
[2025-12-18T20:30:30.437481] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-18T20:30:30.437509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-18T20:30:30.448903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-18T20:30:30.449208] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-18T20:30:30.449969] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-18T20:30:30.450020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:30.450052] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:30.450079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:30.450135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:30.507009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:30.507623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:30.507700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:30.507732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:30.633362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:30.633461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:30.633503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:30.633530] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:30.636796] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=85.34%)
[2025-12-18T20:30:30.637063] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-18T20:30:30.637184] [INFO ] [sig       ] RHP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:30.772961] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RHP.txt
[2025-12-18T20:30:30.773092] [INFO ] [sig       ] [2724/3568] Completed RHP in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:30.773131] [INFO ] [sig       ] [2725/3568] Forecasting RIG...
[2025-12-18T20:30:30.773160] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-18T20:30:30.773189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-18T20:30:30.784335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-18T20:30:30.784653] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-18T20:30:30.785446] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-18T20:30:30.785498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:30.785530] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:30.785557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:30.785652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:30.841032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:30.841649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:30.841726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:30.841758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:30.961240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:30.961363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:30.961400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:30.961427] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:30.964670] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-12-18T20:30:30.964971] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-18T20:30:30.965095] [INFO ] [sig       ] RIG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:31.106321] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RIG.txt
[2025-12-18T20:30:31.106461] [INFO ] [sig       ] [2725/3568] Completed RIG in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:31.106501] [INFO ] [sig       ] [2726/3568] Forecasting RIGL...
[2025-12-18T20:30:31.106531] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-18T20:30:31.106560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-18T20:30:31.118427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-18T20:30:31.118717] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-18T20:30:31.119536] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-18T20:30:31.119601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:31.119633] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:31.119659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:31.119715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:31.175712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:31.176303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:31.176382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:31.176415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:31.296886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:31.297034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:31.297075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:31.297102] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:31.300405] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2025-12-18T20:30:31.300702] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-18T20:30:31.300829] [INFO ] [sig       ] RIGL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:31.441903] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RIGL.txt
[2025-12-18T20:30:31.442058] [INFO ] [sig       ] [2726/3568] Completed RIGL in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:31.442097] [INFO ] [sig       ] [2727/3568] Forecasting RILY...
[2025-12-18T20:30:31.442127] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-18T20:30:31.442156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-18T20:30:31.455255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-18T20:30:31.455625] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-18T20:30:31.456383] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-18T20:30:31.456433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:31.456464] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:31.456490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:31.456545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:31.512834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:31.513698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:31.513780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:31.513812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:31.633648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:31.633788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:31.633830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:31.633857] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:31.637120] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-12-18T20:30:31.637403] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-18T20:30:31.637522] [INFO ] [sig       ] RILY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:31.779403] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RILY.txt
[2025-12-18T20:30:31.779562] [INFO ] [sig       ] [2727/3568] Completed RILY in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-18T20:30:31.779618] [INFO ] [sig       ] [2728/3568] Forecasting RILYN...
[2025-12-18T20:30:31.779647] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-18T20:30:31.779677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-18T20:30:31.790671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-18T20:30:31.790974] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-18T20:30:31.791774] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-18T20:30:31.791823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:31.791854] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:31.791880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:31.791949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:31.847366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:31.848061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:31.848151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:31.848183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:31.959060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:31.959217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:31.959259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:31.959288] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:31.962625] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-12-18T20:30:31.962928] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-18T20:30:31.963058] [INFO ] [sig       ] RILYN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:32.100192] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RILYN.txt
[2025-12-18T20:30:32.100343] [INFO ] [sig       ] [2728/3568] Completed RILYN in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-18T20:30:32.100382] [INFO ] [sig       ] [2729/3568] Forecasting RILYZ...
[2025-12-18T20:30:32.100413] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-18T20:30:32.100442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-18T20:30:32.111089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-18T20:30:32.111484] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-18T20:30:32.112305] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-18T20:30:32.112358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:32.112389] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:32.112415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:32.112471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:32.169073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:32.169916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:32.169997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:32.170030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:32.289246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:32.289411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:32.289453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:32.289482] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:32.292740] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=77.57%)
[2025-12-18T20:30:32.293006] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-18T20:30:32.293127] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:32.432593] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RILYZ.txt
[2025-12-18T20:30:32.432728] [INFO ] [sig       ] [2729/3568] Completed RILYZ in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-18T20:30:32.432769] [INFO ] [sig       ] [2730/3568] Forecasting RIME...
[2025-12-18T20:30:32.432798] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-18T20:30:32.432827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-18T20:30:32.444056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-18T20:30:32.444380] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-18T20:30:32.445217] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-18T20:30:32.445269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:32.445301] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:32.445327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:32.445384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:32.500704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:32.501361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:32.501439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:32.501470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:32.615721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:32.615856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:32.615897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:32.615925] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:32.619184] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=59.26%)
[2025-12-18T20:30:32.619455] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-18T20:30:32.619589] [INFO ] [sig       ] RIME: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:32.754352] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RIME.txt
[2025-12-18T20:30:32.754505] [INFO ] [sig       ] [2730/3568] Completed RIME in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:32.754543] [INFO ] [sig       ] [2731/3568] Forecasting RING...
[2025-12-18T20:30:32.754594] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-18T20:30:32.754626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-18T20:30:32.765847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-18T20:30:32.766155] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-18T20:30:32.766995] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-18T20:30:32.767046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:32.767078] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:32.767105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:32.767162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:32.822689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:32.823557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:32.823662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:32.823694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:32.945026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:32.945178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:32.945221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:32.945250] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:32.948742] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-12-18T20:30:32.949067] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-18T20:30:32.949202] [INFO ] [sig       ] RING: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:33.094086] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RING.txt
[2025-12-18T20:30:33.094237] [INFO ] [sig       ] [2731/3568] Completed RING in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:33.094277] [INFO ] [sig       ] [2732/3568] Forecasting RIO...
[2025-12-18T20:30:33.094306] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-18T20:30:33.094336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-18T20:30:33.105870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-18T20:30:33.106267] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-18T20:30:33.107081] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-18T20:30:33.107133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:33.107165] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:33.107192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:33.107249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:33.163413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:33.164260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:33.164345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:33.164375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:33.288945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:33.289125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:33.289167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:33.289196] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:33.292601] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-12-18T20:30:33.292919] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-18T20:30:33.293052] [INFO ] [sig       ] RIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:33.428738] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RIO.txt
[2025-12-18T20:30:33.428869] [INFO ] [sig       ] [2732/3568] Completed RIO in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:33.428909] [INFO ] [sig       ] [2733/3568] Forecasting RITM...
[2025-12-18T20:30:33.428938] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-18T20:30:33.428967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-18T20:30:33.440162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-18T20:30:33.440469] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-18T20:30:33.441236] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-18T20:30:33.441287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:33.441328] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:33.441356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:33.441416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:33.497185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:33.497843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:33.497919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:33.497950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:33.617879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:33.617987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:33.618030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:33.618058] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:33.621324] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-18T20:30:33.621607] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-18T20:30:33.621727] [INFO ] [sig       ] RITM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:33.760736] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RITM.txt
[2025-12-18T20:30:33.760872] [INFO ] [sig       ] [2733/3568] Completed RITM in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:33.760912] [INFO ] [sig       ] [2734/3568] Forecasting RIVN...
[2025-12-18T20:30:33.760941] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-18T20:30:33.760970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-18T20:30:33.773357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-18T20:30:33.773719] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-18T20:30:33.774504] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-18T20:30:33.774556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:33.774612] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:33.774642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:33.774699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:33.829445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:33.830092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:33.830182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:33.830215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:33.948986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:33.949152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:33.949193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:33.949222] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:33.952480] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-18T20:30:33.952763] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-18T20:30:33.952886] [INFO ] [sig       ] RIVN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:34.087786] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RIVN.txt
[2025-12-18T20:30:34.087915] [INFO ] [sig       ] [2734/3568] Completed RIVN in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:34.087955] [INFO ] [sig       ] [2735/3568] Forecasting RKLB...
[2025-12-18T20:30:34.087985] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-18T20:30:34.088014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-18T20:30:34.099113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-18T20:30:34.099418] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-18T20:30:34.100240] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-18T20:30:34.100292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:34.100323] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:34.100348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:34.100406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:34.156620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:34.157329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:34.157408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:34.157439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:34.278303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:34.278458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:34.278502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:34.278530] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:34.282007] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-12-18T20:30:34.282287] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-18T20:30:34.282411] [INFO ] [sig       ] RKLB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:34.420925] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RKLB.txt
[2025-12-18T20:30:34.421069] [INFO ] [sig       ] [2735/3568] Completed RKLB in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:34.421157] [INFO ] [sig       ] [2736/3568] Forecasting RL...
[2025-12-18T20:30:34.421207] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-18T20:30:34.421250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-18T20:30:34.432973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-18T20:30:34.433313] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-18T20:30:34.434116] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-18T20:30:34.434167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:34.434198] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:34.434223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:34.434277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:34.490032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:34.490804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:34.490883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:34.490916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:34.612469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:34.612640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:34.612682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:34.612710] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:34.616075] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-18T20:30:34.616351] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-18T20:30:34.616474] [INFO ] [sig       ] RL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:34.753337] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RL.txt
[2025-12-18T20:30:34.753473] [INFO ] [sig       ] [2736/3568] Completed RL in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:34.753519] [INFO ] [sig       ] [2737/3568] Forecasting RLAY...
[2025-12-18T20:30:34.753549] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-18T20:30:34.753595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-18T20:30:34.765330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-18T20:30:34.765770] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-18T20:30:34.766710] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-18T20:30:34.766775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:34.766812] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:34.766840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:34.766896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:34.827787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:34.828774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:34.828854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:34.828886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:34.957670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:34.957846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:34.957892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:34.957922] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:34.961313] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-18T20:30:34.961599] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-18T20:30:34.961727] [INFO ] [sig       ] RLAY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:35.098849] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RLAY.txt
[2025-12-18T20:30:35.099019] [INFO ] [sig       ] [2737/3568] Completed RLAY in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:35.099061] [INFO ] [sig       ] [2738/3568] Forecasting RLI...
[2025-12-18T20:30:35.099090] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-18T20:30:35.099120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-18T20:30:35.110067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-18T20:30:35.110390] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-18T20:30:35.111178] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-18T20:30:35.111230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:35.111261] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:35.111288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:35.111344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:35.166129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:35.166971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:35.167052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:35.167084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:35.284937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:35.285090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:35.285129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:35.285157] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:35.288400] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-18T20:30:35.288689] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-18T20:30:35.288850] [INFO ] [sig       ] RLI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:35.428375] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RLI.txt
[2025-12-18T20:30:35.428526] [INFO ] [sig       ] [2738/3568] Completed RLI in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:35.428563] [INFO ] [sig       ] [2739/3568] Forecasting RLJ...
[2025-12-18T20:30:35.428615] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-18T20:30:35.428645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-18T20:30:35.440299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-18T20:30:35.440620] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-18T20:30:35.441370] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-18T20:30:35.441421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:35.441457] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:35.441482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:35.441566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:35.497417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:35.498296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:35.498379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:35.498411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:35.618260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:35.618455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:35.618525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:35.618559] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:35.622275] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-18T20:30:35.622669] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-18T20:30:35.622811] [INFO ] [sig       ] RLJ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:35.761913] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RLJ.txt
[2025-12-18T20:30:35.762059] [INFO ] [sig       ] [2739/3568] Completed RLJ in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:35.762099] [INFO ] [sig       ] [2740/3568] Forecasting RLMD...
[2025-12-18T20:30:35.762128] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-18T20:30:35.762160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-18T20:30:35.773959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-18T20:30:35.774329] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-18T20:30:35.775129] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-18T20:30:35.775180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:35.775222] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:35.775255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:35.775311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:35.832913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:35.833958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:35.834044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:35.834075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:35.960306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:35.960460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:35.960501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:35.960569] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:35.963942] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-18T20:30:35.964215] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-18T20:30:35.964338] [INFO ] [sig       ] RLMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:36.103627] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RLMD.txt
[2025-12-18T20:30:36.103940] [INFO ] [sig       ] [2740/3568] Completed RLMD in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:36.103978] [INFO ] [sig       ] [2741/3568] Forecasting RLTY...
[2025-12-18T20:30:36.104008] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-18T20:30:36.104038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-18T20:30:36.115443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-18T20:30:36.115754] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-18T20:30:36.116500] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-18T20:30:36.116550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:36.116602] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:36.116631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:36.116687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:36.173016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:36.173624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:36.173699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:36.173731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:36.294862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:36.295048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:36.295112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:36.295148] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:36.298849] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-18T20:30:36.299206] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-18T20:30:36.299340] [INFO ] [sig       ] RLTY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:36.443933] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RLTY.txt
[2025-12-18T20:30:36.444071] [INFO ] [sig       ] [2741/3568] Completed RLTY in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:36.444122] [INFO ] [sig       ] [2742/3568] Forecasting RLX...
[2025-12-18T20:30:36.444167] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-18T20:30:36.444214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-18T20:30:36.457413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-18T20:30:36.457782] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-18T20:30:36.458630] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-18T20:30:36.458683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:36.458714] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:36.458739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:36.458794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:36.516341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:36.517126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:36.517225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:36.517258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:36.636645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:36.636997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:36.637039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:36.637066] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:36.640942] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-18T20:30:36.641303] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-18T20:30:36.641438] [INFO ] [sig       ] RLX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:36.789404] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RLX.txt
[2025-12-18T20:30:36.789547] [INFO ] [sig       ] [2742/3568] Completed RLX in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:36.789602] [INFO ] [sig       ] [2743/3568] Forecasting RM...
[2025-12-18T20:30:36.789633] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-18T20:30:36.789662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-18T20:30:36.800675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-18T20:30:36.800996] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-18T20:30:36.801784] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-18T20:30:36.801835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:36.801866] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:36.801893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:36.801947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:36.857277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:36.858062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:36.858142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:36.858175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:36.975695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:36.975890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:36.975933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:36.975962] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:36.979368] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-12-18T20:30:36.979665] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-18T20:30:36.979797] [INFO ] [sig       ] RM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:37.116927] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RM.txt
[2025-12-18T20:30:37.117060] [INFO ] [sig       ] [2743/3568] Completed RM in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:37.117098] [INFO ] [sig       ] [2744/3568] Forecasting RMAX...
[2025-12-18T20:30:37.117128] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-18T20:30:37.117158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-18T20:30:37.128961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-18T20:30:37.129259] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-18T20:30:37.130033] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-18T20:30:37.130083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:37.130114] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:37.130151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:37.130213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:37.185191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:37.185828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:37.185905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:37.185937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:37.298524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:37.298686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:37.298728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:37.298756] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:37.302036] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2025-12-18T20:30:37.302303] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-18T20:30:37.302420] [INFO ] [sig       ] RMAX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:37.438711] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RMAX.txt
[2025-12-18T20:30:37.438828] [INFO ] [sig       ] [2744/3568] Completed RMAX in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:37.438865] [INFO ] [sig       ] [2745/3568] Forecasting RMBI...
[2025-12-18T20:30:37.438895] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-18T20:30:37.438924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-18T20:30:37.449971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-18T20:30:37.450233] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-18T20:30:37.451010] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-18T20:30:37.451061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:37.451092] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:37.451118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:37.451174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:37.506329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:37.506989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:37.507067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:37.507099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:37.615025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:37.615167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:37.615208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:37.615236] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:37.618451] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=59.39%)
[2025-12-18T20:30:37.618735] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-18T20:30:37.618858] [INFO ] [sig       ] RMBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:37.756179] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RMBI.txt
[2025-12-18T20:30:37.756310] [INFO ] [sig       ] [2745/3568] Completed RMBI in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-18T20:30:37.756348] [INFO ] [sig       ] [2746/3568] Forecasting RMBS...
[2025-12-18T20:30:37.756380] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-18T20:30:37.756409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-18T20:30:37.767732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-18T20:30:37.768043] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-18T20:30:37.768827] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-18T20:30:37.768878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:37.768910] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:37.768937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:37.769012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:37.824587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:37.825321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:37.825400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:37.825431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:37.938421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:37.938586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:37.938629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:37.938658] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:37.941963] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=65.77%)
[2025-12-18T20:30:37.942230] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-18T20:30:37.942354] [INFO ] [sig       ] RMBS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:38.078717] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RMBS.txt
[2025-12-18T20:30:38.078851] [INFO ] [sig       ] [2746/3568] Completed RMBS in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-18T20:30:38.078889] [INFO ] [sig       ] [2747/3568] Forecasting RMD...
[2025-12-18T20:30:38.078919] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-18T20:30:38.078948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-18T20:30:38.090271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-18T20:30:38.090544] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-18T20:30:38.091307] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-18T20:30:38.091358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:38.091390] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:38.091416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:38.091473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:38.146735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:38.147370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:38.147447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:38.147480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:38.268897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:38.272060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:38.272119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:38.272150] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:38.275628] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=55.64%)
[2025-12-18T20:30:38.275898] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-18T20:30:38.276031] [INFO ] [sig       ] RMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:38.413014] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RMD.txt
[2025-12-18T20:30:38.413143] [INFO ] [sig       ] [2747/3568] Completed RMD in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-18T20:30:38.413182] [INFO ] [sig       ] [2748/3568] Forecasting RMI...
[2025-12-18T20:30:38.413212] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-18T20:30:38.413247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-18T20:30:38.424281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-18T20:30:38.424554] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-18T20:30:38.425312] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-18T20:30:38.425362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:38.425392] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:38.425418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:38.425473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:38.481042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:38.481664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:38.481739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:38.481770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:38.592041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:38.592183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:38.592224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:38.592252] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:38.595474] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-18T20:30:38.595761] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-18T20:30:38.595881] [INFO ] [sig       ] RMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:38.733094] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RMI.txt
[2025-12-18T20:30:38.733228] [INFO ] [sig       ] [2748/3568] Completed RMI in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:38.733266] [INFO ] [sig       ] [2749/3568] Forecasting RMM...
[2025-12-18T20:30:38.733294] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-18T20:30:38.733325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-18T20:30:38.744785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-18T20:30:38.745110] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-18T20:30:38.745896] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-18T20:30:38.745946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:38.745977] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:38.746002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:38.746059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:38.803617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:38.804448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:38.804535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:38.804569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:38.927659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:38.927817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:38.927860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:38.927890] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:38.931286] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-18T20:30:38.931587] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-18T20:30:38.931721] [INFO ] [sig       ] RMM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:39.072556] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RMM.txt
[2025-12-18T20:30:39.072714] [INFO ] [sig       ] [2749/3568] Completed RMM in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:39.072754] [INFO ] [sig       ] [2750/3568] Forecasting RMMZ...
[2025-12-18T20:30:39.072784] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-18T20:30:39.072813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-18T20:30:39.083478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-18T20:30:39.083771] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-18T20:30:39.084510] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-18T20:30:39.084561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:39.084614] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:39.084641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:39.084697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:39.141171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:39.141804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:39.141882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:39.141914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:39.252720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:39.252863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:39.252904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:39.252932] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:39.256191] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-12-18T20:30:39.256463] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-18T20:30:39.256615] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:39.449133] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RMMZ.txt
[2025-12-18T20:30:39.449267] [INFO ] [sig       ] [2750/3568] Completed RMMZ in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:39.449305] [INFO ] [sig       ] [2751/3568] Forecasting RMNI...
[2025-12-18T20:30:39.449335] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-18T20:30:39.449366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-18T20:30:39.460617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-18T20:30:39.460939] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-18T20:30:39.461701] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-18T20:30:39.461752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:39.461782] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:39.461808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:39.461864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:39.518305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:39.518980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:39.519080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:39.519113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:39.642721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:39.642915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:39.642958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:39.642988] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:39.646643] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-18T20:30:39.646926] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-18T20:30:39.647070] [INFO ] [sig       ] RMNI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:39.786023] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RMNI.txt
[2025-12-18T20:30:39.786160] [INFO ] [sig       ] [2751/3568] Completed RMNI in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:39.786198] [INFO ] [sig       ] [2752/3568] Forecasting RNA...
[2025-12-18T20:30:39.786227] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-18T20:30:39.786256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-18T20:30:39.797537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-18T20:30:39.797854] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-18T20:30:39.798618] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-18T20:30:39.798668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:39.798700] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:39.798726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:39.798783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:39.854989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:39.855688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:39.855768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:39.855800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:39.974424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:39.974600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:39.974644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:39.974672] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:39.977936] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-18T20:30:39.978202] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-18T20:30:39.978321] [INFO ] [sig       ] RNA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:40.126015] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RNA.txt
[2025-12-18T20:30:40.126171] [INFO ] [sig       ] [2752/3568] Completed RNA in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:40.126244] [INFO ] [sig       ] [2753/3568] Forecasting RNAC...
[2025-12-18T20:30:40.126275] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-18T20:30:40.126304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-18T20:30:40.137864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-18T20:30:40.138253] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-18T20:30:40.139092] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-18T20:30:40.139151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:40.139189] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:40.139218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:40.139274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:40.194014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:40.194767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:40.194846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:40.194878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:40.311816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:40.311966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:40.312007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:40.312037] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:40.315292] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-12-18T20:30:40.315559] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-18T20:30:40.315697] [INFO ] [sig       ] RNAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:40.451602] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RNAC.txt
[2025-12-18T20:30:40.451922] [INFO ] [sig       ] [2753/3568] Completed RNAC in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:40.451959] [INFO ] [sig       ] [2754/3568] Forecasting RNAZ...
[2025-12-18T20:30:40.451988] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-18T20:30:40.452017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-18T20:30:40.463640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-18T20:30:40.463965] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-18T20:30:40.464774] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-18T20:30:40.464825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:40.464857] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:40.464885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:40.464942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:40.522306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:40.523155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:40.523233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:40.523264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:40.643566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:40.643763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:40.643811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:40.643841] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:40.647172] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-12-18T20:30:40.647475] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-18T20:30:40.647629] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:40.787329] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RNAZ.txt
[2025-12-18T20:30:40.787488] [INFO ] [sig       ] [2754/3568] Completed RNAZ in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:40.787528] [INFO ] [sig       ] [2755/3568] Forecasting RNG...
[2025-12-18T20:30:40.787558] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-18T20:30:40.787609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-18T20:30:40.800103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-18T20:30:40.800436] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-18T20:30:40.801233] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-18T20:30:40.801287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:40.801319] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:40.801348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:40.801405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:40.858837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:40.859682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:40.859763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:40.859795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:40.982059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:40.982216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:40.982260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:40.982288] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:40.985660] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-18T20:30:40.985927] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-18T20:30:40.986049] [INFO ] [sig       ] RNG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:41.125188] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RNG.txt
[2025-12-18T20:30:41.125322] [INFO ] [sig       ] [2755/3568] Completed RNG in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:41.125361] [INFO ] [sig       ] [2756/3568] Forecasting RNP...
[2025-12-18T20:30:41.125390] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-18T20:30:41.125420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-18T20:30:41.136372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-18T20:30:41.136715] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-18T20:30:41.137523] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-18T20:30:41.137599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:41.137638] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:41.137704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:41.137776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:41.195975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:41.196925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:41.197010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:41.197043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:41.313455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:41.313631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:41.313678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:41.313706] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:41.317055] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=14.86%)
[2025-12-18T20:30:41.317336] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-18T20:30:41.317465] [INFO ] [sig       ] RNP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:41.455627] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RNP.txt
[2025-12-18T20:30:41.455757] [INFO ] [sig       ] [2756/3568] Completed RNP in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:41.455794] [INFO ] [sig       ] [2757/3568] Forecasting ROAD...
[2025-12-18T20:30:41.455824] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-18T20:30:41.455852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-18T20:30:41.467460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-18T20:30:41.467770] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-18T20:30:41.468522] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-18T20:30:41.468625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:41.468660] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:41.468686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:41.468741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:41.524500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:41.525145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:41.525223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:41.525255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:41.648178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:41.648315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:41.648356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:41.648384] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:41.651761] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-18T20:30:41.652037] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-18T20:30:41.652161] [INFO ] [sig       ] ROAD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:41.789740] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ROAD.txt
[2025-12-18T20:30:41.789880] [INFO ] [sig       ] [2757/3568] Completed ROAD in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:41.789922] [INFO ] [sig       ] [2758/3568] Forecasting ROCK...
[2025-12-18T20:30:41.789952] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-18T20:30:41.789981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-18T20:30:41.801834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-18T20:30:41.802132] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-18T20:30:41.802909] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-18T20:30:41.802959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:41.802990] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:41.803018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:41.803073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:41.860106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:41.860816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:41.860898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:41.860930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:41.975254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:41.975405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:41.975448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:41.975477] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:41.978853] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=84.97%)
[2025-12-18T20:30:41.979173] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-18T20:30:41.979304] [INFO ] [sig       ] ROCK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:42.118478] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ROCK.txt
[2025-12-18T20:30:42.118620] [INFO ] [sig       ] [2758/3568] Completed ROCK in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:42.118660] [INFO ] [sig       ] [2759/3568] Forecasting ROE...
[2025-12-18T20:30:42.118689] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-18T20:30:42.118719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-18T20:30:42.129748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-18T20:30:42.130026] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-18T20:30:42.130948] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-18T20:30:42.131000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:42.131033] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:42.131060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:42.131117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:42.188928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:42.189665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:42.189747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:42.189781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:42.304177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:42.304330] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:30:42.304373] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:42.304407] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:42.307924] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-18T20:30:42.308200] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-18T20:30:42.308325] [INFO ] [sig       ] ROE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:42.447352] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ROE.txt
[2025-12-18T20:30:42.447511] [INFO ] [sig       ] [2759/3568] Completed ROE in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:42.447549] [INFO ] [sig       ] [2760/3568] Forecasting ROP...
[2025-12-18T20:30:42.447599] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-18T20:30:42.447633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-18T20:30:42.461715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-18T20:30:42.462110] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-18T20:30:42.462899] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-18T20:30:42.462949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:42.462980] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:42.463006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:42.463061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:42.521311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:42.522175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:42.522258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:42.522292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:42.641230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:42.641387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:42.641431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:42.641460] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:42.644925] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=31.95%)
[2025-12-18T20:30:42.645230] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-18T20:30:42.645361] [INFO ] [sig       ] ROP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:42.786992] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ROP.txt
[2025-12-18T20:30:42.787121] [INFO ] [sig       ] [2760/3568] Completed ROP in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:42.787165] [INFO ] [sig       ] [2761/3568] Forecasting RPAY...
[2025-12-18T20:30:42.787195] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-18T20:30:42.787226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-18T20:30:42.798755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-18T20:30:42.799066] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-18T20:30:42.799895] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-18T20:30:42.799955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:42.799992] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:42.800019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:42.800074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:42.857970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:42.858825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:42.858907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:42.858939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:42.978106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:42.978249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:42.978287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:42.978315] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:42.981748] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=39.60%)
[2025-12-18T20:30:42.982016] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-18T20:30:42.982137] [INFO ] [sig       ] RPAY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:43.119866] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RPAY.txt
[2025-12-18T20:30:43.119994] [INFO ] [sig       ] [2761/3568] Completed RPAY in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:43.120031] [INFO ] [sig       ] [2762/3568] Forecasting RPD...
[2025-12-18T20:30:43.120061] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-18T20:30:43.120091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-18T20:30:43.132292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-18T20:30:43.132690] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-18T20:30:43.133522] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-18T20:30:43.133596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:43.133631] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:43.133659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:43.133715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:43.190100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:43.190976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:43.191067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:43.191122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:43.311771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:43.311930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:43.311974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:43.312007] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:43.315612] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-18T20:30:43.315911] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-18T20:30:43.316037] [INFO ] [sig       ] RPD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:43.452798] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RPD.txt
[2025-12-18T20:30:43.452926] [INFO ] [sig       ] [2762/3568] Completed RPD in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:43.452964] [INFO ] [sig       ] [2763/3568] Forecasting RPID...
[2025-12-18T20:30:43.452993] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-18T20:30:43.453022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-18T20:30:43.464769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-18T20:30:43.465108] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-18T20:30:43.465907] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-18T20:30:43.465967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:43.465998] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:43.466025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:43.466080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:43.523267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:43.523941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:43.524023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:43.524058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:43.645551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:43.645714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:43.645770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:43.645797] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:43.649113] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=29.84%)
[2025-12-18T20:30:43.649378] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-18T20:30:43.649495] [INFO ] [sig       ] RPID: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:43.786854] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RPID.txt
[2025-12-18T20:30:43.786997] [INFO ] [sig       ] [2763/3568] Completed RPID in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-18T20:30:43.787036] [INFO ] [sig       ] [2764/3568] Forecasting RPRX...
[2025-12-18T20:30:43.787067] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-18T20:30:43.787098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-18T20:30:43.798039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-18T20:30:43.798333] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-18T20:30:43.799143] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-18T20:30:43.799195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:43.799228] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:43.799255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:43.799313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:43.855212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:43.855871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:43.855947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:43.855978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:43.976850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:43.976998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:43.977059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:43.977090] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:43.980646] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-18T20:30:43.980925] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-18T20:30:43.981044] [INFO ] [sig       ] RPRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:44.121080] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RPRX.txt
[2025-12-18T20:30:44.121206] [INFO ] [sig       ] [2764/3568] Completed RPRX in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-18T20:30:44.121244] [INFO ] [sig       ] [2765/3568] Forecasting RPTX...
[2025-12-18T20:30:44.121273] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-18T20:30:44.121303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-18T20:30:44.132382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-18T20:30:44.132696] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-18T20:30:44.133471] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-18T20:30:44.133524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:44.133556] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:44.133611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:44.133679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:44.190640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:44.191285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:44.191362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:44.191393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:44.307476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:44.307636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:44.307678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:44.307705] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:44.311027] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-18T20:30:44.311303] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-18T20:30:44.311429] [INFO ] [sig       ] RPTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:44.449007] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RPTX.txt
[2025-12-18T20:30:44.449148] [INFO ] [sig       ] [2765/3568] Completed RPTX in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:44.449187] [INFO ] [sig       ] [2766/3568] Forecasting RQI...
[2025-12-18T20:30:44.449218] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-18T20:30:44.449251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-18T20:30:44.461318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-18T20:30:44.461641] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-18T20:30:44.462400] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-18T20:30:44.462452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:44.462485] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:44.462514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:44.462595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:44.518825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:44.519520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:44.519650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:44.519686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:44.636244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:44.636392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:44.636436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:44.636466] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:44.639826] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-18T20:30:44.640105] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-18T20:30:44.640231] [INFO ] [sig       ] RQI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:44.778509] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RQI.txt
[2025-12-18T20:30:44.778679] [INFO ] [sig       ] [2766/3568] Completed RQI in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:44.778719] [INFO ] [sig       ] [2767/3568] Forecasting RRBI...
[2025-12-18T20:30:44.778748] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-18T20:30:44.778780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-18T20:30:44.789269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-18T20:30:44.789624] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-18T20:30:44.790398] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-18T20:30:44.790449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:44.790480] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:44.790506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:44.790563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:44.846194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:44.847057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:44.847142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:44.847174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:44.957311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:44.957467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:44.957509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:44.957537] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:44.960918] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-18T20:30:44.961202] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-18T20:30:44.961330] [INFO ] [sig       ] RRBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:45.098084] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RRBI.txt
[2025-12-18T20:30:45.098224] [INFO ] [sig       ] [2767/3568] Completed RRBI in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:45.098263] [INFO ] [sig       ] [2768/3568] Forecasting RRC...
[2025-12-18T20:30:45.098291] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-18T20:30:45.098321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-18T20:30:45.110743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-18T20:30:45.111093] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-18T20:30:45.111911] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-18T20:30:45.111963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:45.112007] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:45.112036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:45.112093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:45.173822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:45.174686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:45.174774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:45.174807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:45.299111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:45.299270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:45.299314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:45.299342] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:45.302870] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2025-12-18T20:30:45.303185] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-18T20:30:45.303343] [INFO ] [sig       ] RRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:45.453456] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RRC.txt
[2025-12-18T20:30:45.453656] [INFO ] [sig       ] [2768/3568] Completed RRC in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:45.453717] [INFO ] [sig       ] [2769/3568] Forecasting RRGB...
[2025-12-18T20:30:45.453755] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-18T20:30:45.453792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-18T20:30:45.465261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-18T20:30:45.465601] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-18T20:30:45.466547] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-18T20:30:45.466629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:45.466666] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:45.466694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:45.466756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:45.525883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:45.526657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:45.526739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:45.526772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:45.646419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:45.646584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:45.646627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:45.646657] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:45.649929] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-18T20:30:45.650197] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-18T20:30:45.650316] [INFO ] [sig       ] RRGB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:45.795413] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RRGB.txt
[2025-12-18T20:30:45.795599] [INFO ] [sig       ] [2769/3568] Completed RRGB in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:45.795641] [INFO ] [sig       ] [2770/3568] Forecasting RRX...
[2025-12-18T20:30:45.795671] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-18T20:30:45.795701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-18T20:30:45.807868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-18T20:30:45.808187] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-18T20:30:45.808955] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-18T20:30:45.809022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:45.809054] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:45.809080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:45.809135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:45.865207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:45.865985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:45.866065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:45.866098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:45.984621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:45.984773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:45.984817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:45.984847] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:45.988190] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-18T20:30:45.988492] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-18T20:30:45.988667] [INFO ] [sig       ] RRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:46.125718] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RRX.txt
[2025-12-18T20:30:46.125852] [INFO ] [sig       ] [2770/3568] Completed RRX in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:46.125891] [INFO ] [sig       ] [2771/3568] Forecasting RS...
[2025-12-18T20:30:46.125919] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-18T20:30:46.125949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-18T20:30:46.137327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-18T20:30:46.137670] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-18T20:30:46.138445] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-18T20:30:46.138498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:46.138530] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:46.138556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:46.138638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:46.195056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:46.195777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:46.195860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:46.195893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:46.316500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:46.316668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:46.316710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:46.316737] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:46.320015] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-12-18T20:30:46.320281] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-18T20:30:46.320400] [INFO ] [sig       ] RS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:46.456889] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RS.txt
[2025-12-18T20:30:46.457019] [INFO ] [sig       ] [2771/3568] Completed RS in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:46.457058] [INFO ] [sig       ] [2772/3568] Forecasting RSG...
[2025-12-18T20:30:46.457095] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-18T20:30:46.457126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-18T20:30:46.468694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-18T20:30:46.469045] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-18T20:30:46.469822] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-18T20:30:46.469873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:46.469904] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:46.469930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:46.469985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:46.526614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:46.527480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:46.527561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:46.527613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:46.651351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:46.651509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:46.651551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:46.651598] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:46.654849] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-12-18T20:30:46.655119] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-18T20:30:46.655242] [INFO ] [sig       ] RSG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:46.791296] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RSG.txt
[2025-12-18T20:30:46.791435] [INFO ] [sig       ] [2772/3568] Completed RSG in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:46.791474] [INFO ] [sig       ] [2773/3568] Forecasting RSI...
[2025-12-18T20:30:46.791502] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-18T20:30:46.791531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-18T20:30:46.804346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-18T20:30:46.804803] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-18T20:30:46.805626] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-18T20:30:46.805677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:46.805741] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:46.805769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:46.805825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:46.864586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:46.865472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:46.865558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:46.865624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:47.000323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:47.000483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:47.000524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:47.000552] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:47.003846] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=36.58%)
[2025-12-18T20:30:47.004118] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-18T20:30:47.004241] [INFO ] [sig       ] RSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:47.142550] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RSI.txt
[2025-12-18T20:30:47.142704] [INFO ] [sig       ] [2773/3568] Completed RSI in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:47.142743] [INFO ] [sig       ] [2774/3568] Forecasting RSKD...
[2025-12-18T20:30:47.142773] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-18T20:30:47.142802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-18T20:30:47.154621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-18T20:30:47.154940] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-18T20:30:47.155711] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-18T20:30:47.155761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:47.155792] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:47.155817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:47.155874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:47.210993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:47.211740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:47.211819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:47.211850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:47.325119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:47.325275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:47.325316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:47.325344] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:47.328693] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-18T20:30:47.328973] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-18T20:30:47.329126] [INFO ] [sig       ] RSKD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:47.468243] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RSKD.txt
[2025-12-18T20:30:47.468383] [INFO ] [sig       ] [2774/3568] Completed RSKD in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:47.468423] [INFO ] [sig       ] [2775/3568] Forecasting RSSS...
[2025-12-18T20:30:47.468452] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-18T20:30:47.468484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-18T20:30:47.480926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-18T20:30:47.481281] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-18T20:30:47.482107] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-18T20:30:47.482160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:47.482193] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:47.482220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:47.482277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:47.539161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:47.540029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:47.540110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:47.540143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:47.665141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:47.665303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:47.665345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:47.665391] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:47.668714] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2025-12-18T20:30:47.669012] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-18T20:30:47.669164] [INFO ] [sig       ] RSSS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:47.814617] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RSSS.txt
[2025-12-18T20:30:47.814797] [INFO ] [sig       ] [2775/3568] Completed RSSS in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:47.814840] [INFO ] [sig       ] [2776/3568] Forecasting RTO...
[2025-12-18T20:30:47.814873] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-18T20:30:47.814904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-18T20:30:47.827605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-18T20:30:47.827983] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-18T20:30:47.828862] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-18T20:30:47.828915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:47.828947] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:47.828974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:47.829053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:47.893370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:47.894374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:47.894478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:47.894512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:48.024312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:48.024468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:48.024509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:48.024588] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:48.027850] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2025-12-18T20:30:48.028120] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-18T20:30:48.028241] [INFO ] [sig       ] RTO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:48.165075] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RTO.txt
[2025-12-18T20:30:48.165214] [INFO ] [sig       ] [2776/3568] Completed RTO in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:48.165252] [INFO ] [sig       ] [2777/3568] Forecasting RUM...
[2025-12-18T20:30:48.165281] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-18T20:30:48.165312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-18T20:30:48.176866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-18T20:30:48.177148] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-18T20:30:48.177916] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-18T20:30:48.177967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:48.177998] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:48.178024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:48.178080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:48.233960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:48.234755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:48.234834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:48.234865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:48.352735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:48.352888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:48.352929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:48.352957] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:48.356232] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=70.27%)
[2025-12-18T20:30:48.356498] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-18T20:30:48.356636] [INFO ] [sig       ] RUM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:48.496946] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RUM.txt
[2025-12-18T20:30:48.497096] [INFO ] [sig       ] [2777/3568] Completed RUM in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:48.497134] [INFO ] [sig       ] [2778/3568] Forecasting RUN...
[2025-12-18T20:30:48.497163] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-18T20:30:48.497191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-18T20:30:48.508987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-18T20:30:48.509310] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-18T20:30:48.510075] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-18T20:30:48.510125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:48.510156] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:48.510182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:48.510238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:48.568279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:48.569026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:48.569105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:48.569137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:48.695811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:48.695970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:48.696012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:48.696051] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:48.699461] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=35.09%)
[2025-12-18T20:30:48.699756] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-18T20:30:48.699883] [INFO ] [sig       ] RUN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:48.840663] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RUN.txt
[2025-12-18T20:30:48.840807] [INFO ] [sig       ] [2778/3568] Completed RUN in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:48.840846] [INFO ] [sig       ] [2779/3568] Forecasting RUNN...
[2025-12-18T20:30:48.840876] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-18T20:30:48.840909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-18T20:30:48.852755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-18T20:30:48.853143] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-18T20:30:48.853965] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-18T20:30:48.854018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:48.854050] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:48.854076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:48.854147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:48.911965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:48.912770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:48.912855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:48.912889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:49.028761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:49.028911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:49.028951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:49.028978] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:49.032254] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2025-12-18T20:30:49.032521] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-18T20:30:49.032658] [INFO ] [sig       ] RUNN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:49.170728] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RUNN.txt
[2025-12-18T20:30:49.170877] [INFO ] [sig       ] [2779/3568] Completed RUNN in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:49.170917] [INFO ] [sig       ] [2780/3568] Forecasting RUSHA...
[2025-12-18T20:30:49.170947] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-18T20:30:49.170976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-18T20:30:49.182820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-18T20:30:49.183151] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-18T20:30:49.183936] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-18T20:30:49.183986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:49.184018] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:49.184043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:49.184098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:49.242332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:49.243214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:49.243298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:49.243331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:49.363232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:49.363388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:49.363431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:49.363459] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:49.366933] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-18T20:30:49.367223] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-18T20:30:49.367350] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:49.516057] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RUSHA.txt
[2025-12-18T20:30:49.516210] [INFO ] [sig       ] [2780/3568] Completed RUSHA in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:49.516249] [INFO ] [sig       ] [2781/3568] Forecasting RUSHB...
[2025-12-18T20:30:49.516279] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-18T20:30:49.516309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-18T20:30:49.527816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-18T20:30:49.528251] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-18T20:30:49.529304] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-18T20:30:49.529360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:49.529395] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:49.529422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:49.529481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:49.588513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:49.589404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:49.589489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:49.589522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:49.698437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:49.698604] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:30:49.698647] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:49.698676] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:49.702361] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=32.85%)
[2025-12-18T20:30:49.702650] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-18T20:30:49.702773] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:49.838789] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RUSHB.txt
[2025-12-18T20:30:49.838924] [INFO ] [sig       ] [2781/3568] Completed RUSHB in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-18T20:30:49.838962] [INFO ] [sig       ] [2782/3568] Forecasting RVMD...
[2025-12-18T20:30:49.839017] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-18T20:30:49.839051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-18T20:30:49.850502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-18T20:30:49.850888] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-18T20:30:49.851666] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-18T20:30:49.851719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:49.851757] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:49.851790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:49.851858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:49.907009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:49.907870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:49.907951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:49.907983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:50.030134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:50.030282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:50.030324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:50.030353] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:50.033720] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=43.61%)
[2025-12-18T20:30:50.034001] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-18T20:30:50.034124] [INFO ] [sig       ] RVMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:50.172560] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RVMD.txt
[2025-12-18T20:30:50.172735] [INFO ] [sig       ] [2782/3568] Completed RVMD in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-18T20:30:50.172774] [INFO ] [sig       ] [2783/3568] Forecasting RVSB...
[2025-12-18T20:30:50.172804] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-18T20:30:50.172841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-18T20:30:50.183876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-18T20:30:50.184164] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-18T20:30:50.185057] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-18T20:30:50.185108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:50.185139] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:50.185167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:50.185223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:50.241901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:50.242657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:50.242768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:50.242802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:50.358851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:50.359020] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:30:50.359064] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:50.359095] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:50.362481] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-18T20:30:50.362794] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-18T20:30:50.362952] [INFO ] [sig       ] RVSB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:50.505728] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RVSB.txt
[2025-12-18T20:30:50.505905] [INFO ] [sig       ] [2783/3568] Completed RVSB in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:50.505977] [INFO ] [sig       ] [2784/3568] Forecasting RVTY...
[2025-12-18T20:30:50.506026] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-18T20:30:50.506070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-18T20:30:50.519416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-18T20:30:50.519794] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-18T20:30:50.520622] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-18T20:30:50.520674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:50.520706] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:50.520733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:50.520790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:50.577106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:50.577949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:50.578033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:50.578068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:50.699423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:50.699594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:50.699637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:50.699666] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:50.702978] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-12-18T20:30:50.703248] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-18T20:30:50.703369] [INFO ] [sig       ] RVTY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:50.840426] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RVTY.txt
[2025-12-18T20:30:50.840542] [INFO ] [sig       ] [2784/3568] Completed RVTY in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:50.840596] [INFO ] [sig       ] [2785/3568] Forecasting RWAY...
[2025-12-18T20:30:50.840627] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-18T20:30:50.840657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-18T20:30:50.852233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-18T20:30:50.852499] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-18T20:30:50.853283] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-18T20:30:50.853334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:50.853365] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:50.853392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:50.853447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:50.909356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:50.910005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:50.910081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:50.910113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:51.028224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:51.028325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:51.028360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:51.028388] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:51.031452] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-18T20:30:51.031731] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-18T20:30:51.031852] [INFO ] [sig       ] RWAY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:51.172039] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RWAY.txt
[2025-12-18T20:30:51.172151] [INFO ] [sig       ] [2785/3568] Completed RWAY in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:51.172188] [INFO ] [sig       ] [2786/3568] Forecasting RXO...
[2025-12-18T20:30:51.172218] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-18T20:30:51.172247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-18T20:30:51.186418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-18T20:30:51.186883] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-18T20:30:51.187784] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-18T20:30:51.187838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:51.187872] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:51.187899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:51.187955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:51.247378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:51.248263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:51.248352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:51.248385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:51.366550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:51.366688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:51.366729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:51.366758] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:51.370035] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-12-18T20:30:51.370302] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-18T20:30:51.370423] [INFO ] [sig       ] RXO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:51.509843] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RXO.txt
[2025-12-18T20:30:51.510027] [INFO ] [sig       ] [2786/3568] Completed RXO in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:51.510065] [INFO ] [sig       ] [2787/3568] Forecasting RXRX...
[2025-12-18T20:30:51.510093] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-18T20:30:51.510122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-18T20:30:51.521840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-18T20:30:51.522138] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-18T20:30:51.522919] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-18T20:30:51.522969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:51.523000] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:51.523027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:51.523082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:51.579455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:51.580038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:51.580113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:51.580144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:51.701073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:51.701210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:51.701249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:51.701278] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:51.704481] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-18T20:30:51.704765] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-18T20:30:51.704887] [INFO ] [sig       ] RXRX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:51.844995] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RXRX.txt
[2025-12-18T20:30:51.845100] [INFO ] [sig       ] [2787/3568] Completed RXRX in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:51.845137] [INFO ] [sig       ] [2788/3568] Forecasting RY...
[2025-12-18T20:30:51.845165] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-18T20:30:51.845194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-18T20:30:51.857463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-18T20:30:51.857777] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-18T20:30:51.858552] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-18T20:30:51.858624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:51.858655] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:51.858682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:51.858738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:51.920040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:51.920980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:51.921068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:51.921100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:52.046068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:52.046243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:52.046285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:52.046314] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:52.049664] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-18T20:30:52.049943] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-18T20:30:52.050069] [INFO ] [sig       ] RY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:52.189303] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RY.txt
[2025-12-18T20:30:52.189437] [INFO ] [sig       ] [2788/3568] Completed RY in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:52.189474] [INFO ] [sig       ] [2789/3568] Forecasting RYAAY...
[2025-12-18T20:30:52.189504] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-18T20:30:52.189533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-18T20:30:52.200910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-18T20:30:52.201198] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-18T20:30:52.201990] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-18T20:30:52.202039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:52.202070] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:52.202096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:52.202150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:52.257049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:52.257725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:52.257805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:52.257836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:52.378257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:52.378406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:52.378448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:52.378476] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:52.381806] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-18T20:30:52.382075] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-18T20:30:52.382196] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:52.518885] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RYAAY.txt
[2025-12-18T20:30:52.519058] [INFO ] [sig       ] [2789/3568] Completed RYAAY in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:52.519098] [INFO ] [sig       ] [2790/3568] Forecasting RYAM...
[2025-12-18T20:30:52.519128] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-18T20:30:52.519157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-18T20:30:52.531039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-18T20:30:52.531314] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-18T20:30:52.532079] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-18T20:30:52.532129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:52.532188] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:52.532215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:52.532271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:52.589254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:52.589941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:52.590020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:52.590053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:52.718596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:52.718751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:52.718794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:52.718823] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:52.722280] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=25.31%)
[2025-12-18T20:30:52.722597] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-18T20:30:52.722731] [INFO ] [sig       ] RYAM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:52.869780] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RYAM.txt
[2025-12-18T20:30:52.869943] [INFO ] [sig       ] [2790/3568] Completed RYAM in 0.4s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:52.869985] [INFO ] [sig       ] [2791/3568] Forecasting RYAN...
[2025-12-18T20:30:52.870017] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-18T20:30:52.870046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-18T20:30:52.881865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-18T20:30:52.882199] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-18T20:30:52.882971] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-18T20:30:52.883022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:52.883053] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:52.883079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:52.883135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:52.941195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:52.942112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:52.942198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:52.942232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:53.070622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:53.070780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:53.070821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:53.070850] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:53.074265] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=32.33%)
[2025-12-18T20:30:53.074544] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-18T20:30:53.074687] [INFO ] [sig       ] RYAN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:53.215245] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RYAN.txt
[2025-12-18T20:30:53.215400] [INFO ] [sig       ] [2791/3568] Completed RYAN in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:53.215438] [INFO ] [sig       ] [2792/3568] Forecasting RYI...
[2025-12-18T20:30:53.215468] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-18T20:30:53.215498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-18T20:30:53.227420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-18T20:30:53.227765] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-18T20:30:53.228542] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-18T20:30:53.228625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:53.228660] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:53.228688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:53.228745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:53.288273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:53.289237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:53.289332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:53.289374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:53.414953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:53.415109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:53.415148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:53.415177] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:53.418443] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=44.65%)
[2025-12-18T20:30:53.418732] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-18T20:30:53.418857] [INFO ] [sig       ] RYI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:53.558117] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RYI.txt
[2025-12-18T20:30:53.558264] [INFO ] [sig       ] [2792/3568] Completed RYI in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:53.558308] [INFO ] [sig       ] [2793/3568] Forecasting RYN...
[2025-12-18T20:30:53.558339] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-18T20:30:53.558372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-18T20:30:53.570082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-18T20:30:53.570365] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-18T20:30:53.571161] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-18T20:30:53.571219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:53.571253] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:53.571280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:53.571337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:53.629016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:53.629620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:53.629697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:53.629728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:53.743936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:53.744068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:53.744106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:53.744185] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:53.747456] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=49.77%)
[2025-12-18T20:30:53.747780] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-18T20:30:53.747911] [INFO ] [sig       ] RYN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:53.886199] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RYN.txt
[2025-12-18T20:30:53.886322] [INFO ] [sig       ] [2793/3568] Completed RYN in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:53.886360] [INFO ] [sig       ] [2794/3568] Forecasting RYTM...
[2025-12-18T20:30:53.886390] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-18T20:30:53.886419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-18T20:30:53.898641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-18T20:30:53.899077] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-18T20:30:53.899872] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-18T20:30:53.899922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:53.899953] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:53.899979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:53.900036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:53.956039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:53.956904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:53.956993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:53.957025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:54.078176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:54.078333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:54.078375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:54.078403] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:54.081766] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-18T20:30:54.082048] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-18T20:30:54.082174] [INFO ] [sig       ] RYTM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:54.225911] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RYTM.txt
[2025-12-18T20:30:54.226041] [INFO ] [sig       ] [2794/3568] Completed RYTM in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:54.226087] [INFO ] [sig       ] [2795/3568] Forecasting RZB...
[2025-12-18T20:30:54.226117] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-18T20:30:54.226147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-18T20:30:54.237932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-18T20:30:54.238245] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-18T20:30:54.239038] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-18T20:30:54.239090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:54.239122] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:54.239149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:54.239205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:54.295886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:54.296677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:54.296756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:54.296789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:54.414688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:54.414841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:54.414883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:54.414912] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:54.418418] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=78.33%)
[2025-12-18T20:30:54.418709] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-18T20:30:54.418833] [INFO ] [sig       ] RZB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:54.561936] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/RZB.txt
[2025-12-18T20:30:54.562070] [INFO ] [sig       ] [2795/3568] Completed RZB in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:54.562291] [INFO ] [sig       ] [2796/3568] Forecasting RZC...
[2025-12-18T20:30:54.562323] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-18T20:30:54.562352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-18T20:30:54.574276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-18T20:30:54.574546] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-18T20:30:54.575311] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-18T20:30:54.575360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:54.575391] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:54.575417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:54.575471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:54.633949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:54.634719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:54.634812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:54.634850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:54.749350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:54.749452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:54.749491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:54.749519] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:54.752849] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-18T20:30:54.753132] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-18T20:30:54.753277] [INFO ] [sig       ] RZC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:54.891094] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/RZC.txt
[2025-12-18T20:30:54.891222] [INFO ] [sig       ] [2796/3568] Completed RZC in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:54.891260] [INFO ] [sig       ] [2797/3568] Forecasting S...
[2025-12-18T20:30:54.891289] [INFO ] [sig       ] Generating forecast for: S
[2025-12-18T20:30:54.891317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-18T20:30:54.903846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-18T20:30:54.904118] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-18T20:30:54.905251] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-18T20:30:54.905301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:54.905331] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:54.905357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:54.905412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:54.966923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:54.967558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:54.967656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:54.967689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:55.096915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:55.097064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:55.097105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:55.097134] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:55.100502] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-18T20:30:55.100795] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-18T20:30:55.100958] [INFO ] [sig       ] S: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:55.239784] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/S.txt
[2025-12-18T20:30:55.239897] [INFO ] [sig       ] [2797/3568] Completed S in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:55.239936] [INFO ] [sig       ] [2798/3568] Forecasting SA...
[2025-12-18T20:30:55.239965] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-18T20:30:55.239994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-18T20:30:55.252649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-18T20:30:55.253059] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-18T20:30:55.253903] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-18T20:30:55.253960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:55.253994] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:55.254020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:55.254080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:55.309372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:55.310296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:55.310382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:55.310415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:55.433449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:55.433628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:55.433674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:55.433702] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:55.437036] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-12-18T20:30:55.437315] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-18T20:30:55.437438] [INFO ] [sig       ] SA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:55.573656] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SA.txt
[2025-12-18T20:30:55.573778] [INFO ] [sig       ] [2798/3568] Completed SA in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-18T20:30:55.573816] [INFO ] [sig       ] [2799/3568] Forecasting SAFE...
[2025-12-18T20:30:55.573846] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-18T20:30:55.573878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-18T20:30:55.584945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-18T20:30:55.585223] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-18T20:30:55.585993] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-18T20:30:55.586044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:55.586075] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:55.586101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:55.586156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:55.641604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:55.642184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:55.642260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:55.642291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:55.761645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:55.761788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:55.761827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:55.761873] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:55.765119] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-12-18T20:30:55.765387] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-18T20:30:55.765506] [INFO ] [sig       ] SAFE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:55.905405] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SAFE.txt
[2025-12-18T20:30:55.905538] [INFO ] [sig       ] [2799/3568] Completed SAFE in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-18T20:30:55.905593] [INFO ] [sig       ] [2800/3568] Forecasting SAH...
[2025-12-18T20:30:55.905625] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-18T20:30:55.905655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-18T20:30:55.917024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-18T20:30:55.917338] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-18T20:30:55.918138] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-18T20:30:55.918189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:55.918220] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:55.918247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:55.918303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:55.973533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:55.974154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:55.974231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:55.974289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:56.092472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:56.092615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:56.092656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:56.092684] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:56.095899] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2025-12-18T20:30:56.096166] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-18T20:30:56.096286] [INFO ] [sig       ] SAH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:56.240216] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SAH.txt
[2025-12-18T20:30:56.240396] [INFO ] [sig       ] [2800/3568] Completed SAH in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:56.240440] [INFO ] [sig       ] [2801/3568] Forecasting SAIA...
[2025-12-18T20:30:56.240475] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-18T20:30:56.240511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-18T20:30:56.252849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-18T20:30:56.253179] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-18T20:30:56.253948] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-18T20:30:56.254003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:56.254034] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:56.254060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:56.254115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:56.309621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:56.310448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:56.310544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:56.310595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:56.431688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:56.431844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:56.431886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:56.431914] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:56.435200] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-18T20:30:56.435470] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-18T20:30:56.435611] [INFO ] [sig       ] SAIA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:56.576645] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SAIA.txt
[2025-12-18T20:30:56.576832] [INFO ] [sig       ] [2801/3568] Completed SAIA in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:56.576872] [INFO ] [sig       ] [2802/3568] Forecasting SAIC...
[2025-12-18T20:30:56.576902] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-18T20:30:56.576932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-18T20:30:56.588937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-18T20:30:56.589312] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-18T20:30:56.590118] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-18T20:30:56.590171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:56.590204] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:56.590232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:56.590293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:56.646964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:56.647829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:56.647907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:56.647942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:56.773594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:56.773753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:56.773796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:56.773828] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:56.777114] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-12-18T20:30:56.777382] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-18T20:30:56.777505] [INFO ] [sig       ] SAIC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:56.914663] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SAIC.txt
[2025-12-18T20:30:56.914823] [INFO ] [sig       ] [2802/3568] Completed SAIC in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:56.914863] [INFO ] [sig       ] [2803/3568] Forecasting SAM...
[2025-12-18T20:30:56.914894] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-18T20:30:56.914925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-18T20:30:56.926547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-18T20:30:56.926922] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-18T20:30:56.927723] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-18T20:30:56.927777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:56.927810] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:56.927853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:56.927912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:56.984965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:56.985813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:56.985891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:56.985923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:57.103813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:57.103986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:57.104028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:57.104057] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:57.107333] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-18T20:30:57.107624] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-18T20:30:57.107749] [INFO ] [sig       ] SAM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:57.248291] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SAM.txt
[2025-12-18T20:30:57.248478] [INFO ] [sig       ] [2803/3568] Completed SAM in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:57.248519] [INFO ] [sig       ] [2804/3568] Forecasting SAMG...
[2025-12-18T20:30:57.248549] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-18T20:30:57.248597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-18T20:30:57.260356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-18T20:30:57.260768] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-18T20:30:57.261550] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-18T20:30:57.261625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:57.261663] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:57.261691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:57.261749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:57.321800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:57.322719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:57.322806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:57.322839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:57.445623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:57.445757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:57.445796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:57.445824] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:57.449111] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=71.79%)
[2025-12-18T20:30:57.449378] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-18T20:30:57.449497] [INFO ] [sig       ] SAMG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:57.588076] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SAMG.txt
[2025-12-18T20:30:57.588200] [INFO ] [sig       ] [2804/3568] Completed SAMG in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:57.588244] [INFO ] [sig       ] [2805/3568] Forecasting SAN...
[2025-12-18T20:30:57.588274] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-18T20:30:57.588304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-18T20:30:57.599641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-18T20:30:57.599961] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-18T20:30:57.600741] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-18T20:30:57.600792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:57.600823] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:57.600849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:57.600905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:57.656438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:57.657048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:57.657123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:57.657154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:57.778489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:57.778612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:57.778660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:57.778691] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:57.782067] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-18T20:30:57.782344] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-18T20:30:57.782471] [INFO ] [sig       ] SAN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:57.919248] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SAN.txt
[2025-12-18T20:30:57.919385] [INFO ] [sig       ] [2805/3568] Completed SAN in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:57.919423] [INFO ] [sig       ] [2806/3568] Forecasting SANA...
[2025-12-18T20:30:57.919452] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-18T20:30:57.919482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-18T20:30:57.931109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-18T20:30:57.931435] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-18T20:30:57.932224] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-18T20:30:57.932276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:57.932309] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:57.932337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:57.932395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:57.987164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:57.987803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:57.987881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:57.987911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:58.106422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:58.106559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:58.106615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:58.106645] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:58.109906] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2025-12-18T20:30:58.110175] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-18T20:30:58.110297] [INFO ] [sig       ] SANA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:58.246778] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SANA.txt
[2025-12-18T20:30:58.246907] [INFO ] [sig       ] [2806/3568] Completed SANA in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:58.246944] [INFO ] [sig       ] [2807/3568] Forecasting SANM...
[2025-12-18T20:30:58.246973] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-18T20:30:58.247010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-18T20:30:58.259404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-18T20:30:58.259765] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-18T20:30:58.260589] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-18T20:30:58.260640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:58.260720] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:58.260748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:58.260818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:58.320661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:58.321425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:58.321512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:58.321543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:58.443077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:58.443212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:58.443253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:58.443280] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:58.446760] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-18T20:30:58.447031] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-18T20:30:58.447153] [INFO ] [sig       ] SANM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:58.584141] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SANM.txt
[2025-12-18T20:30:58.584269] [INFO ] [sig       ] [2807/3568] Completed SANM in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:58.584307] [INFO ] [sig       ] [2808/3568] Forecasting SAP...
[2025-12-18T20:30:58.584336] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-18T20:30:58.584366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-18T20:30:58.595853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-18T20:30:58.596196] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-18T20:30:58.596973] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-18T20:30:58.597023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:58.597054] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:58.597080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:58.597135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:58.652695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:58.653347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:58.653428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:58.653462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:58.773286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:58.773435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:58.773477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:58.773506] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:58.776829] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-12-18T20:30:58.777107] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-18T20:30:58.777243] [INFO ] [sig       ] SAP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:58.914664] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SAP.txt
[2025-12-18T20:30:58.914827] [INFO ] [sig       ] [2808/3568] Completed SAP in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:58.914866] [INFO ] [sig       ] [2809/3568] Forecasting SARK...
[2025-12-18T20:30:58.914895] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-18T20:30:58.914926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-18T20:30:58.927133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-18T20:30:58.927535] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-18T20:30:58.928387] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-18T20:30:58.928443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:58.928477] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:58.928505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:58.928563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:58.984445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:58.985318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:58.985400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:58.985432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:59.104483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:59.104678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:59.104728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:59.104760] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:59.108239] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-18T20:30:59.108697] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-18T20:30:59.108825] [INFO ] [sig       ] SARK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:59.249471] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SARK.txt
[2025-12-18T20:30:59.249643] [INFO ] [sig       ] [2809/3568] Completed SARK in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:59.249693] [INFO ] [sig       ] [2810/3568] Forecasting SATL...
[2025-12-18T20:30:59.249726] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-18T20:30:59.249758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-18T20:30:59.261278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-18T20:30:59.261671] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-18T20:30:59.262566] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-18T20:30:59.262642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:59.262673] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:59.262699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:59.262755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:59.318088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:59.318985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:59.319079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:59.319110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:59.440695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:59.440865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:59.440926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:59.441022] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:59.444705] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-18T20:30:59.444997] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-18T20:30:59.445152] [INFO ] [sig       ] SATL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:30:59.598327] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SATL.txt
[2025-12-18T20:30:59.598503] [INFO ] [sig       ] [2810/3568] Completed SATL in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:59.598547] [INFO ] [sig       ] [2811/3568] Forecasting SATS...
[2025-12-18T20:30:59.598600] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-18T20:30:59.598635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-18T20:30:59.610363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-18T20:30:59.610764] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-18T20:30:59.611542] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-18T20:30:59.611613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:59.611648] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:59.611677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:59.611736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:30:59.668540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:30:59.669430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:30:59.669515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:30:59.669549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:30:59.795102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:30:59.795292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:30:59.795357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:30:59.795387] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:30:59.799152] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-12-18T20:30:59.799520] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-18T20:30:59.799683] [INFO ] [sig       ] SATS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:30:59.940275] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SATS.txt
[2025-12-18T20:30:59.940438] [INFO ] [sig       ] [2811/3568] Completed SATS in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:30:59.940478] [INFO ] [sig       ] [2812/3568] Forecasting SAVA...
[2025-12-18T20:30:59.940515] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-18T20:30:59.940546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-18T20:30:59.952608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-18T20:30:59.952983] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-18T20:30:59.953840] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-18T20:30:59.953893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:30:59.953924] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:30:59.953950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:30:59.954008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:00.009555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:00.010432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:00.010550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:00.010612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:00.128628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:00.128756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:00.128798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:00.128829] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:00.132429] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=10.26%)
[2025-12-18T20:31:00.132775] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-18T20:31:00.132916] [INFO ] [sig       ] SAVA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:00.276475] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SAVA.txt
[2025-12-18T20:31:00.276638] [INFO ] [sig       ] [2812/3568] Completed SAVA in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:31:00.276679] [INFO ] [sig       ] [2813/3568] Forecasting SB...
[2025-12-18T20:31:00.276708] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-18T20:31:00.276740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-18T20:31:00.288270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-18T20:31:00.288595] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-18T20:31:00.289400] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-18T20:31:00.289452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:00.289484] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:00.289510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:00.289566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:00.347365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:00.348154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:00.348237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:00.348270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:00.470648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:00.470835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:00.470879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:00.470911] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:00.474597] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-12-18T20:31:00.474897] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-18T20:31:00.475028] [INFO ] [sig       ] SB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:00.616840] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SB.txt
[2025-12-18T20:31:00.616993] [INFO ] [sig       ] [2813/3568] Completed SB in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:31:00.617050] [INFO ] [sig       ] [2814/3568] Forecasting SBAC...
[2025-12-18T20:31:00.617082] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-18T20:31:00.617111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-18T20:31:00.633854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-18T20:31:00.634366] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-18T20:31:00.635616] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-18T20:31:00.635698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:00.635753] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:00.635801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:00.635922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:00.701509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:00.702446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:00.702528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:00.702560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:00.832056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:00.832217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:00.832261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:00.832290] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:00.835647] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-18T20:31:00.835966] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-18T20:31:00.836112] [INFO ] [sig       ] SBAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:01.018701] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SBAC.txt
[2025-12-18T20:31:01.018864] [INFO ] [sig       ] [2814/3568] Completed SBAC in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:31:01.018910] [INFO ] [sig       ] [2815/3568] Forecasting SBCF...
[2025-12-18T20:31:01.018943] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-18T20:31:01.018974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-18T20:31:01.035118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-18T20:31:01.035626] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-18T20:31:01.036790] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-18T20:31:01.036861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:01.036912] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:01.036952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:01.037042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:01.116275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:01.117467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:01.117736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:01.117778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:01.280276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:01.280479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:01.280543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:01.280610] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:01.285864] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-12-18T20:31:01.286337] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-18T20:31:01.286534] [INFO ] [sig       ] SBCF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:01.507326] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SBCF.txt
[2025-12-18T20:31:01.507541] [INFO ] [sig       ] [2815/3568] Completed SBCF in 0.5s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-18T20:31:01.507615] [INFO ] [sig       ] [2816/3568] Forecasting SBFM...
[2025-12-18T20:31:01.507658] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-18T20:31:01.507699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-18T20:31:01.553905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-18T20:31:01.559865] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-18T20:31:01.561450] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-18T20:31:01.561597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:01.561655] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:01.561705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:01.561801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:01.647518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:01.648852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:01.649045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:01.649105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:01.800718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:01.800904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:01.800968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:01.801015] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:01.804804] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=54.88%)
[2025-12-18T20:31:01.805145] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-18T20:31:01.805325] [INFO ] [sig       ] SBFM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:01.974130] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SBFM.txt
[2025-12-18T20:31:01.974299] [INFO ] [sig       ] [2816/3568] Completed SBFM in 0.5s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-18T20:31:01.974340] [INFO ] [sig       ] [2817/3568] Forecasting SBGI...
[2025-12-18T20:31:01.974370] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-18T20:31:01.974401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-18T20:31:01.990409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-18T20:31:01.990894] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-18T20:31:01.991881] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-18T20:31:01.991941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:01.991980] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:01.992015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:01.992091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:02.050638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:02.051559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:02.051709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:02.051757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:02.169531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:02.169737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:02.169780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:02.169810] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:02.173271] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-18T20:31:02.173643] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-18T20:31:02.173795] [INFO ] [sig       ] SBGI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:02.324966] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SBGI.txt
[2025-12-18T20:31:02.325149] [INFO ] [sig       ] [2817/3568] Completed SBGI in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-18T20:31:02.325211] [INFO ] [sig       ] [2818/3568] Forecasting SBH...
[2025-12-18T20:31:02.325253] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-18T20:31:02.325286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-18T20:31:02.337485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-18T20:31:02.337895] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-18T20:31:02.338844] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-18T20:31:02.338909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:02.338950] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:02.338977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:02.339069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:02.403303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:02.404178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:02.404266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:02.404300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:02.541259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:02.541419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:02.541463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:02.541492] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:02.545077] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-18T20:31:02.545380] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-18T20:31:02.545518] [INFO ] [sig       ] SBH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:02.682780] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SBH.txt
[2025-12-18T20:31:02.682933] [INFO ] [sig       ] [2818/3568] Completed SBH in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:02.682971] [INFO ] [sig       ] [2819/3568] Forecasting SBI...
[2025-12-18T20:31:02.683002] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-18T20:31:02.683032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-18T20:31:02.693902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-18T20:31:02.694200] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-18T20:31:02.694979] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-18T20:31:02.695030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:02.695061] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:02.695088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:02.695143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:02.751620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:02.752429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:02.752515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:02.752550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:02.874362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:02.874527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:02.874594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:02.874630] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:02.878101] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-18T20:31:02.878450] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-18T20:31:02.878619] [INFO ] [sig       ] SBI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:03.026534] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SBI.txt
[2025-12-18T20:31:03.026717] [INFO ] [sig       ] [2819/3568] Completed SBI in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:03.026761] [INFO ] [sig       ] [2820/3568] Forecasting SBLK...
[2025-12-18T20:31:03.026791] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-18T20:31:03.026824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-18T20:31:03.038761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-18T20:31:03.039146] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-18T20:31:03.040003] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-18T20:31:03.040057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:03.040090] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:03.040118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:03.040175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:03.100811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:03.101715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:03.101799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:03.101834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:03.226638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:03.226804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:03.226846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:03.226882] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:03.230815] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-12-18T20:31:03.231226] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-18T20:31:03.231379] [INFO ] [sig       ] SBLK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:03.379275] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SBLK.txt
[2025-12-18T20:31:03.379477] [INFO ] [sig       ] [2820/3568] Completed SBLK in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:03.379536] [INFO ] [sig       ] [2821/3568] Forecasting SBRA...
[2025-12-18T20:31:03.379603] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-18T20:31:03.379647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-18T20:31:03.391313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-18T20:31:03.391648] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-18T20:31:03.392419] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-18T20:31:03.392471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:03.392505] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:03.392533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:03.392612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:03.449661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:03.450371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:03.450453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:03.450487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:03.566751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:03.566900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:03.566942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:03.566970] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:03.570272] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-18T20:31:03.570559] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-18T20:31:03.570702] [INFO ] [sig       ] SBRA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:03.707738] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SBRA.txt
[2025-12-18T20:31:03.707879] [INFO ] [sig       ] [2821/3568] Completed SBRA in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:03.707917] [INFO ] [sig       ] [2822/3568] Forecasting SBS...
[2025-12-18T20:31:03.707946] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-18T20:31:03.707976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-18T20:31:03.719597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-18T20:31:03.719925] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-18T20:31:03.720731] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-18T20:31:03.720784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:03.720817] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:03.720845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:03.720903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:03.776424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:03.777081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:03.777156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:03.777188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:03.910853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:03.910995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:03.911037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:03.911066] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:03.914369] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=55.70%)
[2025-12-18T20:31:03.914659] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-18T20:31:03.914779] [INFO ] [sig       ] SBS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:04.051467] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SBS.txt
[2025-12-18T20:31:04.051622] [INFO ] [sig       ] [2822/3568] Completed SBS in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:04.051662] [INFO ] [sig       ] [2823/3568] Forecasting SBSI...
[2025-12-18T20:31:04.051691] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-18T20:31:04.051722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-18T20:31:04.063519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-18T20:31:04.063825] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-18T20:31:04.064597] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-18T20:31:04.064648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:04.064679] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:04.064705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:04.064765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:04.120389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:04.121020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:04.121096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:04.121129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:04.234837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:04.235006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:04.235048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:04.235077] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:04.238346] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-18T20:31:04.238635] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-18T20:31:04.238758] [INFO ] [sig       ] SBSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:04.376461] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SBSI.txt
[2025-12-18T20:31:04.376605] [INFO ] [sig       ] [2823/3568] Completed SBSI in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:04.376644] [INFO ] [sig       ] [2824/3568] Forecasting SBUX...
[2025-12-18T20:31:04.376675] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-18T20:31:04.376704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-18T20:31:04.388924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-18T20:31:04.389247] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-18T20:31:04.390019] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-18T20:31:04.390069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:04.390135] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:04.390176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:04.390263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:04.446497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:04.447163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:04.447241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:04.447273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:04.571729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:04.571888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:04.571937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:04.571966] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:04.575365] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-18T20:31:04.575689] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-18T20:31:04.575824] [INFO ] [sig       ] SBUX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:04.712186] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SBUX.txt
[2025-12-18T20:31:04.712326] [INFO ] [sig       ] [2824/3568] Completed SBUX in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:04.712365] [INFO ] [sig       ] [2825/3568] Forecasting SCD...
[2025-12-18T20:31:04.712394] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-18T20:31:04.712423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-18T20:31:04.724304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-18T20:31:04.724681] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-18T20:31:04.725503] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-18T20:31:04.725556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:04.725615] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:04.725647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:04.725706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:04.782651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:04.783378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:04.783458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:04.783489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:04.898383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:04.898535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:04.898592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:04.898624] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:04.901982] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-12-18T20:31:04.902267] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-18T20:31:04.902392] [INFO ] [sig       ] SCD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:05.041415] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SCD.txt
[2025-12-18T20:31:05.041555] [INFO ] [sig       ] [2825/3568] Completed SCD in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:05.041614] [INFO ] [sig       ] [2826/3568] Forecasting SCHL...
[2025-12-18T20:31:05.041648] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-18T20:31:05.041679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-18T20:31:05.053991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-18T20:31:05.054354] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-18T20:31:05.055133] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-18T20:31:05.055186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:05.055219] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:05.055247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:05.055304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:05.112526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:05.113370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:05.113452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:05.113484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:05.234121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:05.234271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:05.234313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:05.234342] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:05.237615] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-12-18T20:31:05.237885] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-18T20:31:05.238007] [INFO ] [sig       ] SCHL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:05.378014] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SCHL.txt
[2025-12-18T20:31:05.378164] [INFO ] [sig       ] [2826/3568] Completed SCHL in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:05.378208] [INFO ] [sig       ] [2827/3568] Forecasting SCI...
[2025-12-18T20:31:05.378237] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-18T20:31:05.378267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-18T20:31:05.390003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-18T20:31:05.390300] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-18T20:31:05.391262] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-18T20:31:05.391313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:05.391355] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:05.391383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:05.391638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:05.449842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:05.450670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:05.450756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:05.450790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:05.570159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:05.570324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:05.570387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:05.570454] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:05.573929] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-18T20:31:05.574212] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-18T20:31:05.574340] [INFO ] [sig       ] SCI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:05.714771] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SCI.txt
[2025-12-18T20:31:05.714899] [INFO ] [sig       ] [2827/3568] Completed SCI in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:05.714937] [INFO ] [sig       ] [2828/3568] Forecasting SCL...
[2025-12-18T20:31:05.714965] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-18T20:31:05.714995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-18T20:31:05.726430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-18T20:31:05.726773] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-18T20:31:05.727514] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-18T20:31:05.727565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:05.727630] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:05.727657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:05.727713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:05.783591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:05.784224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:05.784300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:05.784331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:05.900842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:05.900997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:05.901038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:05.901067] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:05.904503] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-12-18T20:31:05.904802] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-18T20:31:05.904929] [INFO ] [sig       ] SCL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:06.044145] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SCL.txt
[2025-12-18T20:31:06.044288] [INFO ] [sig       ] [2828/3568] Completed SCL in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:06.044327] [INFO ] [sig       ] [2829/3568] Forecasting SCLX...
[2025-12-18T20:31:06.044358] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-18T20:31:06.044387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-18T20:31:06.056528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-18T20:31:06.056924] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-18T20:31:06.057720] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-18T20:31:06.057772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:06.057803] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:06.057829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:06.057886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:06.115330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:06.116257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:06.116365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:06.116398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:06.236400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:06.236557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:06.236625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:06.236656] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:06.240291] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2025-12-18T20:31:06.240647] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-18T20:31:06.240786] [INFO ] [sig       ] SCLX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:06.384426] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SCLX.txt
[2025-12-18T20:31:06.384626] [INFO ] [sig       ] [2829/3568] Completed SCLX in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:06.384668] [INFO ] [sig       ] [2830/3568] Forecasting SCM...
[2025-12-18T20:31:06.384702] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-18T20:31:06.384738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-18T20:31:06.397533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-18T20:31:06.397988] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-18T20:31:06.399088] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-18T20:31:06.399141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:06.399172] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:06.399199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:06.399256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:06.461399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:06.462300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:06.462598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:06.462635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:06.579639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:06.579788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:06.579828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:06.579857] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:06.583119] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-18T20:31:06.583395] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-18T20:31:06.583518] [INFO ] [sig       ] SCM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:06.739649] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SCM.txt
[2025-12-18T20:31:06.739834] [INFO ] [sig       ] [2830/3568] Completed SCM in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:06.739882] [INFO ] [sig       ] [2831/3568] Forecasting SCSC...
[2025-12-18T20:31:06.739915] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-18T20:31:06.739945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-18T20:31:06.754883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-18T20:31:06.755318] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-18T20:31:06.756413] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-18T20:31:06.756482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:06.756537] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:06.756619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:06.756730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:06.818057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:06.818956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:06.819089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:06.819125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:06.944649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:06.944812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:06.944854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:06.944884] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:06.948429] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-18T20:31:06.948893] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-18T20:31:06.949048] [INFO ] [sig       ] SCSC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:07.092741] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SCSC.txt
[2025-12-18T20:31:07.092932] [INFO ] [sig       ] [2831/3568] Completed SCSC in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:07.092987] [INFO ] [sig       ] [2832/3568] Forecasting SCVL...
[2025-12-18T20:31:07.093030] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-18T20:31:07.093075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-18T20:31:07.106093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-18T20:31:07.106485] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-18T20:31:07.107266] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-18T20:31:07.107318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:07.107349] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:07.107375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:07.107431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:07.163929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:07.164842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:07.164926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:07.164958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:07.283284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:07.283443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:07.283486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:07.283516] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:07.287017] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-12-18T20:31:07.287298] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-18T20:31:07.287622] [INFO ] [sig       ] SCVL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:07.428225] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SCVL.txt
[2025-12-18T20:31:07.428382] [INFO ] [sig       ] [2832/3568] Completed SCVL in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:07.428424] [INFO ] [sig       ] [2833/3568] Forecasting SCZ...
[2025-12-18T20:31:07.428456] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-18T20:31:07.428487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-18T20:31:07.440420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-18T20:31:07.440831] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-18T20:31:07.441834] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-18T20:31:07.441886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:07.441918] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:07.441944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:07.441999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:07.500285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:07.501202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:07.501295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:07.501327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:07.617892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:07.618062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:07.618106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:07.618134] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:07.621595] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-12-18T20:31:07.621875] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-18T20:31:07.622001] [INFO ] [sig       ] SCZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:07.763182] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SCZ.txt
[2025-12-18T20:31:07.763359] [INFO ] [sig       ] [2833/3568] Completed SCZ in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-18T20:31:07.763400] [INFO ] [sig       ] [2834/3568] Forecasting SD...
[2025-12-18T20:31:07.763431] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-18T20:31:07.763460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-18T20:31:07.776245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-18T20:31:07.776666] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-18T20:31:07.777516] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-18T20:31:07.777587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:07.777622] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:07.777650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:07.777706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:07.833630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:07.834460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:07.834605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:07.834643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:07.956671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:07.956824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:07.956866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:07.956918] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:07.960303] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-18T20:31:07.960598] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-18T20:31:07.960723] [INFO ] [sig       ] SD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:08.099921] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SD.txt
[2025-12-18T20:31:08.100061] [INFO ] [sig       ] [2834/3568] Completed SD in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-18T20:31:08.100100] [INFO ] [sig       ] [2835/3568] Forecasting SDA...
[2025-12-18T20:31:08.100131] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-18T20:31:08.100161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-18T20:31:08.111636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-18T20:31:08.111981] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-18T20:31:08.112786] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-18T20:31:08.112838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:08.112869] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:08.112896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:08.112953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:08.171168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:08.172027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:08.172111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:08.172144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:08.296608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:08.296764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:08.296806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:08.296834] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:08.300230] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-12-18T20:31:08.300524] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-18T20:31:08.300672] [INFO ] [sig       ] SDA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:08.440669] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SDA.txt
[2025-12-18T20:31:08.440801] [INFO ] [sig       ] [2835/3568] Completed SDA in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-18T20:31:08.440839] [INFO ] [sig       ] [2836/3568] Forecasting SDHY...
[2025-12-18T20:31:08.440868] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-18T20:31:08.440897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-18T20:31:08.452860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-18T20:31:08.453209] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-18T20:31:08.454003] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-18T20:31:08.454054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:08.454085] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:08.454111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:08.454166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:08.509895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:08.510693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:08.510777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:08.510827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:08.629851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:08.630005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:08.630046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:08.630074] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:08.633391] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-18T20:31:08.633691] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-18T20:31:08.633817] [INFO ] [sig       ] SDHY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:08.771111] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SDHY.txt
[2025-12-18T20:31:08.771251] [INFO ] [sig       ] [2836/3568] Completed SDHY in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:08.771289] [INFO ] [sig       ] [2837/3568] Forecasting SDRL...
[2025-12-18T20:31:08.771318] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-18T20:31:08.771347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-18T20:31:08.782932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-18T20:31:08.783286] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-18T20:31:08.784093] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-18T20:31:08.784143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:08.784174] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:08.784200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:08.784255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:08.844112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:08.844912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:08.844995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:08.845028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:08.972094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:08.972252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:08.972292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:08.972321] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:08.976190] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=26.63%)
[2025-12-18T20:31:08.976485] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-18T20:31:08.976656] [INFO ] [sig       ] SDRL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:09.132103] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SDRL.txt
[2025-12-18T20:31:09.132354] [INFO ] [sig       ] [2837/3568] Completed SDRL in 0.4s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:09.132407] [INFO ] [sig       ] [2838/3568] Forecasting SDVY...
[2025-12-18T20:31:09.132440] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-18T20:31:09.132470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-18T20:31:09.145331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-18T20:31:09.145726] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-18T20:31:09.146515] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-18T20:31:09.146567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:09.146618] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:09.146658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:09.146716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:09.205698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:09.206467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:09.206553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:09.206603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:09.332024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:09.332187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:09.332234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:09.332262] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:09.335654] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-12-18T20:31:09.335936] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-18T20:31:09.336061] [INFO ] [sig       ] SDVY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:09.481007] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SDVY.txt
[2025-12-18T20:31:09.481190] [INFO ] [sig       ] [2838/3568] Completed SDVY in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:09.481247] [INFO ] [sig       ] [2839/3568] Forecasting SE...
[2025-12-18T20:31:09.481303] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-18T20:31:09.481344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-18T20:31:09.493891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-18T20:31:09.494265] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-18T20:31:09.495053] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-18T20:31:09.495104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:09.495135] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:09.495162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:09.495218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:09.551521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:09.552208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:09.552285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:09.552317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:09.676485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:09.676651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:09.676692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:09.676721] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:09.680017] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-18T20:31:09.680285] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-18T20:31:09.680406] [INFO ] [sig       ] SE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:09.818778] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SE.txt
[2025-12-18T20:31:09.818923] [INFO ] [sig       ] [2839/3568] Completed SE in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:09.818965] [INFO ] [sig       ] [2840/3568] Forecasting SEDG...
[2025-12-18T20:31:09.819035] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-18T20:31:09.819074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-18T20:31:09.830817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-18T20:31:09.831146] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-18T20:31:09.831931] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-18T20:31:09.831982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:09.832013] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:09.832040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:09.832095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:09.889214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:09.890199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:09.890277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:09.890308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:10.014413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:10.014597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:10.014651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:10.014682] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:10.017993] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2025-12-18T20:31:10.018272] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-18T20:31:10.018399] [INFO ] [sig       ] SEDG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:10.158715] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SEDG.txt
[2025-12-18T20:31:10.158871] [INFO ] [sig       ] [2840/3568] Completed SEDG in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:10.158910] [INFO ] [sig       ] [2841/3568] Forecasting SEE...
[2025-12-18T20:31:10.158940] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-18T20:31:10.158969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-18T20:31:10.170824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-18T20:31:10.171178] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-18T20:31:10.172001] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-18T20:31:10.172053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:10.172111] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:10.172142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:10.172219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:10.230670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:10.231542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:10.231642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:10.231677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:10.356603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:10.356772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:10.356822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:10.356851] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:10.360235] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-12-18T20:31:10.360536] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-18T20:31:10.360678] [INFO ] [sig       ] SEE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:10.498817] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SEE.txt
[2025-12-18T20:31:10.498953] [INFO ] [sig       ] [2841/3568] Completed SEE in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:10.499014] [INFO ] [sig       ] [2842/3568] Forecasting SEIC...
[2025-12-18T20:31:10.499047] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-18T20:31:10.499083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-18T20:31:10.510049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-18T20:31:10.510367] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-18T20:31:10.511162] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-18T20:31:10.511214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:10.511252] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:10.511286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:10.511356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:10.567877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:10.568657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:10.568739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:10.568773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:10.687409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:10.687562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:10.687620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:10.687650] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:10.690976] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-12-18T20:31:10.691271] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-18T20:31:10.691420] [INFO ] [sig       ] SEIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:10.831842] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SEIC.txt
[2025-12-18T20:31:10.832000] [INFO ] [sig       ] [2842/3568] Completed SEIC in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:10.832041] [INFO ] [sig       ] [2843/3568] Forecasting SELF...
[2025-12-18T20:31:10.832073] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-18T20:31:10.832103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-18T20:31:10.843606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-18T20:31:10.843929] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-18T20:31:10.844749] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-18T20:31:10.844800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:10.844831] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:10.844858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:10.844915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:10.903564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:10.904425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:10.904506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:10.904539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:11.016187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:11.016343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:11.016385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:11.016415] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:11.019811] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-18T20:31:11.020085] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-18T20:31:11.020215] [INFO ] [sig       ] SELF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:11.162699] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SELF.txt
[2025-12-18T20:31:11.162864] [INFO ] [sig       ] [2843/3568] Completed SELF in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:11.162904] [INFO ] [sig       ] [2844/3568] Forecasting SEM...
[2025-12-18T20:31:11.162934] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-18T20:31:11.162967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-18T20:31:11.174663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-18T20:31:11.174980] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-18T20:31:11.175771] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-18T20:31:11.175822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:11.175852] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:11.175878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:11.175934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:11.233090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:11.234068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:11.234158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:11.234201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:11.354440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:11.354611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:11.354655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:11.354724] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:11.358116] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-12-18T20:31:11.358418] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-18T20:31:11.358547] [INFO ] [sig       ] SEM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:11.494708] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SEM.txt
[2025-12-18T20:31:11.494843] [INFO ] [sig       ] [2844/3568] Completed SEM in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:11.494881] [INFO ] [sig       ] [2845/3568] Forecasting SENEA...
[2025-12-18T20:31:11.494910] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-18T20:31:11.494939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-18T20:31:11.506906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-18T20:31:11.507296] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-18T20:31:11.508144] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-18T20:31:11.508199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:11.508240] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:11.508294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:11.508362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:11.567171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:11.568040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:11.568122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:11.568156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:11.681174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:11.681329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:11.681372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:11.681399] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:11.684865] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-12-18T20:31:11.685202] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-18T20:31:11.685337] [INFO ] [sig       ] SENEA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:11.829390] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SENEA.txt
[2025-12-18T20:31:11.829540] [INFO ] [sig       ] [2845/3568] Completed SENEA in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:11.829598] [INFO ] [sig       ] [2846/3568] Forecasting SENS...
[2025-12-18T20:31:11.829630] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-18T20:31:11.829660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-18T20:31:11.841356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-18T20:31:11.841686] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-18T20:31:11.842451] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-18T20:31:11.842501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:11.842532] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:11.842559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:11.842636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:11.898656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:11.899484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:11.899566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:11.899616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:12.020837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:12.020990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:12.021032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:12.021062] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:12.024499] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-18T20:31:12.024788] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-18T20:31:12.024912] [INFO ] [sig       ] SENS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:12.163199] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SENS.txt
[2025-12-18T20:31:12.163338] [INFO ] [sig       ] [2846/3568] Completed SENS in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:12.163377] [INFO ] [sig       ] [2847/3568] Forecasting SERA...
[2025-12-18T20:31:12.163407] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-18T20:31:12.163437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-18T20:31:12.174466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-18T20:31:12.174780] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-18T20:31:12.175540] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-18T20:31:12.175617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:12.175649] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:12.175677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:12.175732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:12.235458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:12.236417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:12.236503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:12.236536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:12.356353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:12.356506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:12.356546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:12.356594] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:12.360051] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-12-18T20:31:12.360388] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-18T20:31:12.360531] [INFO ] [sig       ] SERA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:12.500819] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SERA.txt
[2025-12-18T20:31:12.500973] [INFO ] [sig       ] [2847/3568] Completed SERA in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:12.501014] [INFO ] [sig       ] [2848/3568] Forecasting SES...
[2025-12-18T20:31:12.501046] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-18T20:31:12.501075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-18T20:31:12.512450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-18T20:31:12.512798] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-18T20:31:12.513555] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-18T20:31:12.513625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:12.513657] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:12.513684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:12.513740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:12.569535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:12.570384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:12.570465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:12.570497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:12.690221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:12.690380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:12.690422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:12.690449] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:12.693747] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-18T20:31:12.694016] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-18T20:31:12.694135] [INFO ] [sig       ] SES: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:12.830185] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SES.txt
[2025-12-18T20:31:12.830324] [INFO ] [sig       ] [2848/3568] Completed SES in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:12.830363] [INFO ] [sig       ] [2849/3568] Forecasting SEVN...
[2025-12-18T20:31:12.830394] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-18T20:31:12.830422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-18T20:31:12.842757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-18T20:31:12.843144] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-18T20:31:12.843982] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-18T20:31:12.844035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:12.844067] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:12.844093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:12.844162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:12.900483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:12.901338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:12.901424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:12.901456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:13.018343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:13.018503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:13.018546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:13.018601] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:13.022048] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=46.20%)
[2025-12-18T20:31:13.022346] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-18T20:31:13.022480] [INFO ] [sig       ] SEVN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:13.170794] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SEVN.txt
[2025-12-18T20:31:13.170969] [INFO ] [sig       ] [2849/3568] Completed SEVN in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:13.171010] [INFO ] [sig       ] [2850/3568] Forecasting SEZL...
[2025-12-18T20:31:13.171040] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-18T20:31:13.171077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-18T20:31:13.183329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-18T20:31:13.183696] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-18T20:31:13.184488] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-18T20:31:13.184539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:13.184585] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:13.184614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:13.184669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:13.240386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:13.241268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:13.241347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:13.241379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:13.355915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:13.356069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:13.356111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:13.356140] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:13.359435] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-18T20:31:13.359736] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-18T20:31:13.359859] [INFO ] [sig       ] SEZL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:13.496199] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SEZL.txt
[2025-12-18T20:31:13.496330] [INFO ] [sig       ] [2850/3568] Completed SEZL in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:13.496369] [INFO ] [sig       ] [2851/3568] Forecasting SF...
[2025-12-18T20:31:13.496399] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-18T20:31:13.496428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-18T20:31:13.507909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-18T20:31:13.508210] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-18T20:31:13.508984] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-18T20:31:13.509090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:13.509122] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:13.509149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:13.509205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:13.565445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:13.566344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:13.566471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:13.566505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:13.686092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:13.686249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:13.686289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:13.686318] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:13.689809] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-18T20:31:13.690073] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-18T20:31:13.690195] [INFO ] [sig       ] SF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:13.828052] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SF.txt
[2025-12-18T20:31:13.828178] [INFO ] [sig       ] [2851/3568] Completed SF in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-18T20:31:13.828216] [INFO ] [sig       ] [2852/3568] Forecasting SFB...
[2025-12-18T20:31:13.828245] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-18T20:31:13.828274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-18T20:31:13.839171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-18T20:31:13.839438] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-18T20:31:13.840198] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-18T20:31:13.840248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:13.840279] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:13.840306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:13.840362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:13.898433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:13.899202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:13.899282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:13.899314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:14.013984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:14.014183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:14.014239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:14.014279] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:14.018043] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=18.11%)
[2025-12-18T20:31:14.018328] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-18T20:31:14.018457] [INFO ] [sig       ] SFB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:14.160669] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SFB.txt
[2025-12-18T20:31:14.160814] [INFO ] [sig       ] [2852/3568] Completed SFB in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-18T20:31:14.160853] [INFO ] [sig       ] [2853/3568] Forecasting SFBS...
[2025-12-18T20:31:14.160884] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-18T20:31:14.160916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-18T20:31:14.173162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-18T20:31:14.173456] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-18T20:31:14.174212] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-18T20:31:14.174263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:14.174293] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:14.174319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:14.174378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:14.231942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:14.232655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:14.232733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:14.232764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:14.350205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:14.350357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:14.350399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:14.350427] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:14.353720] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=45.30%)
[2025-12-18T20:31:14.353985] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-18T20:31:14.354108] [INFO ] [sig       ] SFBS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:14.492901] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SFBS.txt
[2025-12-18T20:31:14.493030] [INFO ] [sig       ] [2853/3568] Completed SFBS in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-18T20:31:14.493067] [INFO ] [sig       ] [2854/3568] Forecasting SFIX...
[2025-12-18T20:31:14.493101] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-18T20:31:14.493145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-18T20:31:14.504258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-18T20:31:14.504550] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-18T20:31:14.505313] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-18T20:31:14.505367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:14.505399] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:14.505426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:14.505481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:14.563194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:14.563984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:14.564066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:14.564099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:14.680829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:14.681026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:14.681071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:14.681100] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:14.684558] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-18T20:31:14.684860] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-18T20:31:14.684992] [INFO ] [sig       ] SFIX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:14.824727] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SFIX.txt
[2025-12-18T20:31:14.824888] [INFO ] [sig       ] [2854/3568] Completed SFIX in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:14.824936] [INFO ] [sig       ] [2855/3568] Forecasting SFL...
[2025-12-18T20:31:14.824967] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-18T20:31:14.824998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-18T20:31:14.837460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-18T20:31:14.837873] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-18T20:31:14.838665] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-18T20:31:14.838716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:14.838748] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:14.838774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:14.838829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:14.896039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:14.896978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:14.897067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:14.897099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:15.028265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:15.028436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:15.028502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:15.028548] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:15.032320] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-18T20:31:15.032677] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-18T20:31:15.032830] [INFO ] [sig       ] SFL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:15.187485] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SFL.txt
[2025-12-18T20:31:15.187712] [INFO ] [sig       ] [2855/3568] Completed SFL in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:15.187777] [INFO ] [sig       ] [2856/3568] Forecasting SFLO...
[2025-12-18T20:31:15.187814] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-18T20:31:15.187853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-18T20:31:15.200987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-18T20:31:15.201444] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-18T20:31:15.202543] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-18T20:31:15.202632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:15.202671] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:15.202700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:15.202758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:15.265016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:15.265890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:15.265973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:15.266007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:15.387886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:15.388043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:15.388086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:15.388114] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:15.391519] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-18T20:31:15.391835] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-18T20:31:15.391964] [INFO ] [sig       ] SFLO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:15.540289] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SFLO.txt
[2025-12-18T20:31:15.540455] [INFO ] [sig       ] [2856/3568] Completed SFLO in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:15.540497] [INFO ] [sig       ] [2857/3568] Forecasting SFM...
[2025-12-18T20:31:15.540528] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-18T20:31:15.540559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-18T20:31:15.553053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-18T20:31:15.553415] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-18T20:31:15.554226] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-18T20:31:15.554279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:15.554313] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:15.554340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:15.554397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:15.609179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:15.609891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:15.609973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:15.610005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:15.726365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:15.726521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:15.726584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:15.726617] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:15.730004] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-18T20:31:15.730275] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-18T20:31:15.730405] [INFO ] [sig       ] SFM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:15.866085] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SFM.txt
[2025-12-18T20:31:15.866238] [INFO ] [sig       ] [2857/3568] Completed SFM in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:15.866277] [INFO ] [sig       ] [2858/3568] Forecasting SFNC...
[2025-12-18T20:31:15.866306] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-18T20:31:15.866337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-18T20:31:15.877935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-18T20:31:15.878256] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-18T20:31:15.879067] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-18T20:31:15.879125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:15.879185] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:15.879212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:15.879269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:15.934294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:15.935058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:15.935138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:15.935169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:16.056303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:16.056463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:16.056523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:16.056553] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:16.059874] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-18T20:31:16.060140] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-18T20:31:16.060262] [INFO ] [sig       ] SFNC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:16.196301] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SFNC.txt
[2025-12-18T20:31:16.196424] [INFO ] [sig       ] [2858/3568] Completed SFNC in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:16.196470] [INFO ] [sig       ] [2859/3568] Forecasting SG...
[2025-12-18T20:31:16.196506] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-18T20:31:16.196538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-18T20:31:16.207697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-18T20:31:16.207962] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-18T20:31:16.208722] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-18T20:31:16.208772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:16.208803] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:16.208830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:16.208885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:16.266905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:16.267654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:16.267734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:16.267766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:16.386188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:16.386340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:16.386382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:16.386414] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:16.389779] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-18T20:31:16.390061] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-18T20:31:16.390186] [INFO ] [sig       ] SG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:16.530586] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SG.txt
[2025-12-18T20:31:16.530739] [INFO ] [sig       ] [2859/3568] Completed SG in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:16.530779] [INFO ] [sig       ] [2860/3568] Forecasting SGBX...
[2025-12-18T20:31:16.530810] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-18T20:31:16.530839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-18T20:31:16.541800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-18T20:31:16.542110] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-18T20:31:16.542889] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-18T20:31:16.542939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:16.542971] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:16.542998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:16.543053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:16.598208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:16.599107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:16.599188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:16.599219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:16.713347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:16.713498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:16.713539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:16.713583] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:16.716883] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=62.19%)
[2025-12-18T20:31:16.717157] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-18T20:31:16.717281] [INFO ] [sig       ] SGBX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:16.852602] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SGBX.txt
[2025-12-18T20:31:16.852730] [INFO ] [sig       ] [2860/3568] Completed SGBX in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:16.852768] [INFO ] [sig       ] [2861/3568] Forecasting SGC...
[2025-12-18T20:31:16.852798] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-18T20:31:16.852828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-18T20:31:16.863886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-18T20:31:16.864185] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-18T20:31:16.864985] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-18T20:31:16.865036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:16.865067] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:16.865093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:16.865148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:16.921603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:16.922282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:16.922368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:16.922400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:17.041024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:17.041188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:17.041232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:17.041296] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:17.044722] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-12-18T20:31:17.044998] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-18T20:31:17.045121] [INFO ] [sig       ] SGC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:17.182079] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SGC.txt
[2025-12-18T20:31:17.182210] [INFO ] [sig       ] [2861/3568] Completed SGC in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:17.182248] [INFO ] [sig       ] [2862/3568] Forecasting SGHC...
[2025-12-18T20:31:17.182277] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-18T20:31:17.182307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-18T20:31:17.193413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-18T20:31:17.193714] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-18T20:31:17.194464] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-18T20:31:17.194517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:17.194560] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:17.194610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:17.194669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:17.249784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:17.250447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:17.250524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:17.250556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:17.366447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:17.366618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:17.366661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:17.366689] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:17.369985] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=66.02%)
[2025-12-18T20:31:17.370255] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-18T20:31:17.370375] [INFO ] [sig       ] SGHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:17.509625] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SGHC.txt
[2025-12-18T20:31:17.509762] [INFO ] [sig       ] [2862/3568] Completed SGHC in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:17.509800] [INFO ] [sig       ] [2863/3568] Forecasting SGRY...
[2025-12-18T20:31:17.509829] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-18T20:31:17.509859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-18T20:31:17.521396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-18T20:31:17.521745] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-18T20:31:17.522505] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-18T20:31:17.522556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:17.522605] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:17.522632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:17.522688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:17.577310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:17.578097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:17.578176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:17.578207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:17.698334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:17.698496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:17.698536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:17.698564] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:17.702143] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-18T20:31:17.702425] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-18T20:31:17.702550] [INFO ] [sig       ] SGRY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:17.838013] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SGRY.txt
[2025-12-18T20:31:17.838153] [INFO ] [sig       ] [2863/3568] Completed SGRY in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:17.838193] [INFO ] [sig       ] [2864/3568] Forecasting SHAK...
[2025-12-18T20:31:17.838224] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-18T20:31:17.838255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-18T20:31:17.849923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-18T20:31:17.850242] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-18T20:31:17.851004] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-18T20:31:17.851055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:17.851085] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:17.851111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:17.851168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:17.905628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:17.906349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:17.906429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:17.906462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:18.027899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:18.028053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:18.028097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:18.028125] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:18.031514] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=23.24%)
[2025-12-18T20:31:18.031819] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-18T20:31:18.031948] [INFO ] [sig       ] SHAK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:18.170875] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SHAK.txt
[2025-12-18T20:31:18.171025] [INFO ] [sig       ] [2864/3568] Completed SHAK in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:18.171064] [INFO ] [sig       ] [2865/3568] Forecasting SHBI...
[2025-12-18T20:31:18.171094] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-18T20:31:18.171123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-18T20:31:18.183440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-18T20:31:18.183806] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-18T20:31:18.184564] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-18T20:31:18.184632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:18.184663] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:18.184870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:18.184924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:18.243872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:18.244936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:18.245016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:18.245048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:18.362152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:18.362303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:18.362344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:18.362372] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:18.365636] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-18T20:31:18.365901] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-18T20:31:18.366019] [INFO ] [sig       ] SHBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:18.503265] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SHBI.txt
[2025-12-18T20:31:18.503412] [INFO ] [sig       ] [2865/3568] Completed SHBI in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:18.503451] [INFO ] [sig       ] [2866/3568] Forecasting SHC...
[2025-12-18T20:31:18.503489] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-18T20:31:18.503520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-18T20:31:18.515488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-18T20:31:18.515801] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-18T20:31:18.516636] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-18T20:31:18.516701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:18.516750] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:18.516789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:18.516853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:18.571981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:18.572821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:18.572904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:18.572937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:18.689198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:18.689354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:18.689397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:18.689428] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:18.692759] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-12-18T20:31:18.693026] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-18T20:31:18.693145] [INFO ] [sig       ] SHC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:18.829497] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SHC.txt
[2025-12-18T20:31:18.829643] [INFO ] [sig       ] [2866/3568] Completed SHC in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:18.829683] [INFO ] [sig       ] [2867/3568] Forecasting SHCO...
[2025-12-18T20:31:18.829712] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-18T20:31:18.829742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-18T20:31:18.840899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-18T20:31:18.841165] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-18T20:31:18.841925] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-18T20:31:18.841975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:18.842006] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:18.842032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:18.842087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:18.897653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:18.898322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:18.898401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:18.898432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:19.018677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:19.018837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:19.018877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:19.018905] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:19.022282] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-18T20:31:19.022597] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-18T20:31:19.022730] [INFO ] [sig       ] SHCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:19.161187] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SHCO.txt
[2025-12-18T20:31:19.161339] [INFO ] [sig       ] [2867/3568] Completed SHCO in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:19.161379] [INFO ] [sig       ] [2868/3568] Forecasting SHEL...
[2025-12-18T20:31:19.161409] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-18T20:31:19.161437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-18T20:31:19.173277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-18T20:31:19.173687] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-18T20:31:19.174461] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-18T20:31:19.174511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:19.174542] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:19.174591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:19.174657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:19.229723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:19.230628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:19.230745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:19.230778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:19.350316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:19.350470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:19.350512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:19.350540] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:19.353806] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2025-12-18T20:31:19.354077] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-18T20:31:19.354198] [INFO ] [sig       ] SHEL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:19.492759] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SHEL.txt
[2025-12-18T20:31:19.492912] [INFO ] [sig       ] [2868/3568] Completed SHEL in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:19.492951] [INFO ] [sig       ] [2869/3568] Forecasting SHEN...
[2025-12-18T20:31:19.492981] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-18T20:31:19.493011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-18T20:31:19.505022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-18T20:31:19.505394] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-18T20:31:19.506182] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-18T20:31:19.506233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:19.506265] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:19.506291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:19.506348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:19.561705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:19.562514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:19.562615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:19.562650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:19.683107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:19.683267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:19.683311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:19.683359] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:19.686679] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=31.96%)
[2025-12-18T20:31:19.686960] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-18T20:31:19.687090] [INFO ] [sig       ] SHEN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:19.826360] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SHEN.txt
[2025-12-18T20:31:19.826495] [INFO ] [sig       ] [2869/3568] Completed SHEN in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-18T20:31:19.826533] [INFO ] [sig       ] [2870/3568] Forecasting SHFS...
[2025-12-18T20:31:19.826563] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-18T20:31:19.826612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-18T20:31:19.837399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-18T20:31:19.837667] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-18T20:31:19.838400] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-18T20:31:19.838451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:19.838482] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:19.838508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:19.838585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:19.893527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:19.894306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:19.894391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:19.894423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:20.007773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:20.007932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:20.007975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:20.008003] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:20.011761] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2025-12-18T20:31:20.012058] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-18T20:31:20.012189] [INFO ] [sig       ] SHFS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:20.150329] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SHFS.txt
[2025-12-18T20:31:20.150463] [INFO ] [sig       ] [2870/3568] Completed SHFS in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-18T20:31:20.150505] [INFO ] [sig       ] [2871/3568] Forecasting SHG...
[2025-12-18T20:31:20.150536] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-18T20:31:20.150565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-18T20:31:20.162654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-18T20:31:20.163012] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-18T20:31:20.163815] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-18T20:31:20.163867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:20.163900] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:20.163927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:20.163982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:20.220229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:20.221066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:20.221152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:20.221203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:20.345147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:20.345301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:20.345342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:20.345371] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:20.348805] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-18T20:31:20.349121] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-18T20:31:20.349246] [INFO ] [sig       ] SHG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:20.489217] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SHG.txt
[2025-12-18T20:31:20.489439] [INFO ] [sig       ] [2871/3568] Completed SHG in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:20.489509] [INFO ] [sig       ] [2872/3568] Forecasting SHIP...
[2025-12-18T20:31:20.489562] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-18T20:31:20.489638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-18T20:31:20.501262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-18T20:31:20.501675] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-18T20:31:20.502467] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-18T20:31:20.502524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:20.502556] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:20.502605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:20.502665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:20.558530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:20.559438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:20.559539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:20.559601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:20.682976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:20.683129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:20.683171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:20.683199] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:20.686483] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=11.56%)
[2025-12-18T20:31:20.686783] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-18T20:31:20.686906] [INFO ] [sig       ] SHIP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:20.825406] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SHIP.txt
[2025-12-18T20:31:20.825549] [INFO ] [sig       ] [2872/3568] Completed SHIP in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:20.825611] [INFO ] [sig       ] [2873/3568] Forecasting SHLS...
[2025-12-18T20:31:20.825644] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-18T20:31:20.825674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-18T20:31:20.836833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-18T20:31:20.837151] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-18T20:31:20.837965] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-18T20:31:20.838018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:20.838051] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:20.838089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:20.838146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:20.895267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:20.896004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:20.896084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:20.896116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:21.017930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:21.018081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:21.018123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:21.018151] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:21.021520] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-18T20:31:21.021823] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-18T20:31:21.021948] [INFO ] [sig       ] SHLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:21.167996] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SHLS.txt
[2025-12-18T20:31:21.168133] [INFO ] [sig       ] [2873/3568] Completed SHLS in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:21.168172] [INFO ] [sig       ] [2874/3568] Forecasting SHO...
[2025-12-18T20:31:21.168202] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-18T20:31:21.168231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-18T20:31:21.179694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-18T20:31:21.180014] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-18T20:31:21.180808] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-18T20:31:21.180859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:21.180892] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:21.180918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:21.180974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:21.242113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:21.242855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:21.242957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:21.243001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:21.369614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:21.369799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:21.369859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:21.369891] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:21.373469] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-18T20:31:21.373805] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-18T20:31:21.373941] [INFO ] [sig       ] SHO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:21.519813] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SHO.txt
[2025-12-18T20:31:21.519955] [INFO ] [sig       ] [2874/3568] Completed SHO in 0.4s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:21.519993] [INFO ] [sig       ] [2875/3568] Forecasting SHOC...
[2025-12-18T20:31:21.520022] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-18T20:31:21.520053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-18T20:31:21.531201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-18T20:31:21.531510] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-18T20:31:21.532307] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-18T20:31:21.532359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:21.532416] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:21.532444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:21.532500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:21.587617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:21.588313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:21.588391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:21.588423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:21.699041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:21.699192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:21.699234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:21.699262] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:21.702525] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-12-18T20:31:21.702836] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-18T20:31:21.702959] [INFO ] [sig       ] SHOC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:21.839648] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SHOC.txt
[2025-12-18T20:31:21.839771] [INFO ] [sig       ] [2875/3568] Completed SHOC in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:21.839808] [INFO ] [sig       ] [2876/3568] Forecasting SHOO...
[2025-12-18T20:31:21.839837] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-18T20:31:21.839867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-18T20:31:21.850835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-18T20:31:21.851129] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-18T20:31:21.851893] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-18T20:31:21.851943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:21.851974] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:21.852001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:21.852056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:21.911709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:21.912523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:21.912634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:21.912677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:22.040175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:22.040341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:22.040402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:22.040437] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:22.043925] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-18T20:31:22.044213] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-18T20:31:22.044374] [INFO ] [sig       ] SHOO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:22.190817] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SHOO.txt
[2025-12-18T20:31:22.190961] [INFO ] [sig       ] [2876/3568] Completed SHOO in 0.4s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:22.191001] [INFO ] [sig       ] [2877/3568] Forecasting SHOP...
[2025-12-18T20:31:22.191031] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-18T20:31:22.191075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-18T20:31:22.203831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-18T20:31:22.204180] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-18T20:31:22.205038] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-18T20:31:22.205092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:22.205125] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:22.205153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:22.205222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:22.265624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:22.266441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:22.266527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:22.266559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:22.388985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:22.389161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:22.389203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:22.389231] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:22.392664] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-18T20:31:22.392950] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-18T20:31:22.393075] [INFO ] [sig       ] SHOP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:22.530312] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SHOP.txt
[2025-12-18T20:31:22.530450] [INFO ] [sig       ] [2877/3568] Completed SHOP in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:22.530490] [INFO ] [sig       ] [2878/3568] Forecasting SHY...
[2025-12-18T20:31:22.530525] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-18T20:31:22.530564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-18T20:31:22.542194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-18T20:31:22.542530] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-18T20:31:22.543333] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-18T20:31:22.543385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:22.543417] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:22.543443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:22.543499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:22.599375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:22.600105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:22.600187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:22.600220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:22.721212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:22.721364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:22.721404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:22.721468] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:22.725194] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-18T20:31:22.725481] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-18T20:31:22.725631] [INFO ] [sig       ] SHY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:22.870867] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SHY.txt
[2025-12-18T20:31:22.871016] [INFO ] [sig       ] [2878/3568] Completed SHY in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:22.871055] [INFO ] [sig       ] [2879/3568] Forecasting SIBN...
[2025-12-18T20:31:22.871084] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-18T20:31:22.871115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-18T20:31:22.883908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-18T20:31:22.884234] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-18T20:31:22.885027] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-18T20:31:22.885079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:22.885110] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:22.885136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:22.885192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:22.940246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:22.940899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:22.940976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:22.941007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:23.058747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:23.058884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:23.058924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:23.058951] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:23.062254] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-18T20:31:23.062521] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-18T20:31:23.062656] [INFO ] [sig       ] SIBN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:23.198900] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SIBN.txt
[2025-12-18T20:31:23.199053] [INFO ] [sig       ] [2879/3568] Completed SIBN in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:23.199098] [INFO ] [sig       ] [2880/3568] Forecasting SID...
[2025-12-18T20:31:23.199129] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-18T20:31:23.199160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-18T20:31:23.210626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-18T20:31:23.210920] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-18T20:31:23.211721] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-18T20:31:23.211772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:23.211803] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:23.211829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:23.211885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:23.267159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:23.267788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:23.267865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:23.267895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:23.390309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:23.390461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:23.390501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:23.390532] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:23.394032] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-18T20:31:23.394309] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-18T20:31:23.394452] [INFO ] [sig       ] SID: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:23.535372] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SID.txt
[2025-12-18T20:31:23.535524] [INFO ] [sig       ] [2880/3568] Completed SID in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:23.535564] [INFO ] [sig       ] [2881/3568] Forecasting SIEB...
[2025-12-18T20:31:23.535613] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-18T20:31:23.535645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-18T20:31:23.546341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-18T20:31:23.546692] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-18T20:31:23.547460] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-18T20:31:23.547511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:23.547541] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:23.547567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:23.547650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:23.603777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:23.604864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:23.604957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:23.604990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:23.728975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:23.729157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:23.729201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:23.729229] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:23.732656] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-12-18T20:31:23.732952] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-18T20:31:23.733081] [INFO ] [sig       ] SIEB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:23.934854] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SIEB.txt
[2025-12-18T20:31:23.934992] [INFO ] [sig       ] [2881/3568] Completed SIEB in 0.4s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:23.935030] [INFO ] [sig       ] [2882/3568] Forecasting SIFY...
[2025-12-18T20:31:23.935059] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-18T20:31:23.935090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-18T20:31:23.946267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-18T20:31:23.946661] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-18T20:31:23.947435] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-18T20:31:23.947486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:23.947517] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:23.947544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:23.947626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:24.007000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:24.007851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:24.007936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:24.007968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:24.130078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:24.130246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:24.130289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:24.130318] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:24.133785] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=82.62%)
[2025-12-18T20:31:24.134113] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-18T20:31:24.134248] [INFO ] [sig       ] SIFY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:24.277088] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SIFY.txt
[2025-12-18T20:31:24.277240] [INFO ] [sig       ] [2882/3568] Completed SIFY in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:24.277281] [INFO ] [sig       ] [2883/3568] Forecasting SIG...
[2025-12-18T20:31:24.277310] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-18T20:31:24.277340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-18T20:31:24.288950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-18T20:31:24.289325] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-18T20:31:24.290123] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-18T20:31:24.290176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:24.290208] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:24.290235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:24.290292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:24.348437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:24.349368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:24.349457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:24.349490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:24.467660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:24.467812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:24.467855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:24.467883] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:24.471299] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-12-18T20:31:24.471608] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-18T20:31:24.471734] [INFO ] [sig       ] SIG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:24.610786] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SIG.txt
[2025-12-18T20:31:24.610936] [INFO ] [sig       ] [2883/3568] Completed SIG in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:24.610975] [INFO ] [sig       ] [2884/3568] Forecasting SIGA...
[2025-12-18T20:31:24.611004] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-18T20:31:24.611033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-18T20:31:24.623971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-18T20:31:24.624359] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-18T20:31:24.625219] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-18T20:31:24.625273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:24.625305] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:24.625333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:24.625389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:24.686880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:24.687750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:24.687832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:24.687866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:24.811100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:24.811257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:24.811301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:24.811330] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:24.814774] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=34.39%)
[2025-12-18T20:31:24.815061] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-18T20:31:24.815189] [INFO ] [sig       ] SIGA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:24.960177] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SIGA.txt
[2025-12-18T20:31:24.960344] [INFO ] [sig       ] [2884/3568] Completed SIGA in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:24.960407] [INFO ] [sig       ] [2885/3568] Forecasting SIGI...
[2025-12-18T20:31:24.960457] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-18T20:31:24.960508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-18T20:31:24.971419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-18T20:31:24.971748] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-18T20:31:24.972770] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-18T20:31:24.972831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:24.972869] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:24.972905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:24.972981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:25.030926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:25.031789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:25.031906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:25.031940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:25.152049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:25.152189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:25.152230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:25.152259] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:25.155673] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2025-12-18T20:31:25.155958] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-18T20:31:25.156084] [INFO ] [sig       ] SIGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:25.297585] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SIGI.txt
[2025-12-18T20:31:25.297699] [INFO ] [sig       ] [2885/3568] Completed SIGI in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:25.297737] [INFO ] [sig       ] [2886/3568] Forecasting SII...
[2025-12-18T20:31:25.297767] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-18T20:31:25.297798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-18T20:31:25.311119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-18T20:31:25.311508] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-18T20:31:25.312393] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-18T20:31:25.312476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:25.312513] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:25.312539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:25.312618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:25.377535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:25.378454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:25.378541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:25.378595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:25.497428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:25.497611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:25.497657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:25.497686] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:25.501225] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-12-18T20:31:25.501523] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-18T20:31:25.501675] [INFO ] [sig       ] SII: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:25.649062] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SII.txt
[2025-12-18T20:31:25.649219] [INFO ] [sig       ] [2886/3568] Completed SII in 0.4s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-18T20:31:25.649259] [INFO ] [sig       ] [2887/3568] Forecasting SIMO...
[2025-12-18T20:31:25.649287] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-18T20:31:25.649317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-18T20:31:25.660610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-18T20:31:25.660937] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-18T20:31:25.661729] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-18T20:31:25.661781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:25.661813] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:25.661840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:25.661897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:25.717094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:25.718074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:25.718156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:25.718188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:25.837090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:25.837246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:25.837288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:25.837316] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:25.840630] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-18T20:31:25.840913] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-18T20:31:25.841036] [INFO ] [sig       ] SIMO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:25.977235] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SIMO.txt
[2025-12-18T20:31:25.977381] [INFO ] [sig       ] [2887/3568] Completed SIMO in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-18T20:31:25.977421] [INFO ] [sig       ] [2888/3568] Forecasting SIRI...
[2025-12-18T20:31:25.977450] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-18T20:31:25.977480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-18T20:31:25.989477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-18T20:31:25.989854] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-18T20:31:25.990684] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-18T20:31:25.990737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:25.990770] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:25.990798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:25.990855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:26.048347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:26.048985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:26.049083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:26.049116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:26.168802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:26.168959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:26.169021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:26.169051] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:26.172344] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-12-18T20:31:26.172636] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-18T20:31:26.172759] [INFO ] [sig       ] SIRI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:26.312233] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SIRI.txt
[2025-12-18T20:31:26.312464] [INFO ] [sig       ] [2888/3568] Completed SIRI in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-18T20:31:26.312521] [INFO ] [sig       ] [2889/3568] Forecasting SITC...
[2025-12-18T20:31:26.312563] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-18T20:31:26.312628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-18T20:31:26.324075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-18T20:31:26.324424] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-18T20:31:26.325226] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-18T20:31:26.325279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:26.325313] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:26.325340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:26.325397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:26.383846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:26.384718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:26.384801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:26.384834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:26.503373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:26.503530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:26.503592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:26.503625] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:26.506919] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=71.35%)
[2025-12-18T20:31:26.507186] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-18T20:31:26.507310] [INFO ] [sig       ] SITC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:26.645800] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SITC.txt
[2025-12-18T20:31:26.646156] [INFO ] [sig       ] [2889/3568] Completed SITC in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:26.646195] [INFO ] [sig       ] [2890/3568] Forecasting SITE...
[2025-12-18T20:31:26.646224] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-18T20:31:26.646254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-18T20:31:26.659422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-18T20:31:26.659778] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-18T20:31:26.660549] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-18T20:31:26.660619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:26.660653] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:26.660681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:26.660738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:26.722341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:26.722989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:26.723075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:26.723115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:26.848516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:26.848706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:26.848759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:26.848798] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:26.853069] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-18T20:31:26.853410] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-18T20:31:26.853555] [INFO ] [sig       ] SITE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:27.002264] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SITE.txt
[2025-12-18T20:31:27.002407] [INFO ] [sig       ] [2890/3568] Completed SITE in 0.4s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:27.002447] [INFO ] [sig       ] [2891/3568] Forecasting SITM...
[2025-12-18T20:31:27.002478] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-18T20:31:27.002507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-18T20:31:27.015651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-18T20:31:27.016190] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-18T20:31:27.016979] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-18T20:31:27.017031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:27.017066] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:27.017094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:27.017151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:27.080439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:27.081173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:27.081256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:27.081290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:27.215017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:27.215172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:27.215217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:27.215248] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:27.218648] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-18T20:31:27.218977] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-18T20:31:27.219144] [INFO ] [sig       ] SITM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:27.372076] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SITM.txt
[2025-12-18T20:31:27.372212] [INFO ] [sig       ] [2891/3568] Completed SITM in 0.4s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:27.372251] [INFO ] [sig       ] [2892/3568] Forecasting SIXG...
[2025-12-18T20:31:27.372282] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-18T20:31:27.372314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-18T20:31:27.383991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-18T20:31:27.384281] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-18T20:31:27.385078] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-18T20:31:27.385131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:27.385190] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:27.385219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:27.385276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:27.447597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:27.448382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:27.448468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:27.448502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:27.575004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:27.575160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:27.575205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:27.575237] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:27.578734] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=72.89%)
[2025-12-18T20:31:27.579255] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-18T20:31:27.579390] [INFO ] [sig       ] SIXG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:27.725717] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SIXG.txt
[2025-12-18T20:31:27.726046] [INFO ] [sig       ] [2892/3568] Completed SIXG in 0.4s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:27.726086] [INFO ] [sig       ] [2893/3568] Forecasting SJM...
[2025-12-18T20:31:27.726118] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-18T20:31:27.726149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-18T20:31:27.739096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-18T20:31:27.739503] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-18T20:31:27.740485] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-18T20:31:27.740538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:27.740589] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:27.740622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:27.740680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:27.798492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:27.799326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:27.799412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:27.799444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:27.917274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:27.917383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:27.917438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:27.917467] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:27.920728] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-18T20:31:27.920996] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-18T20:31:27.921118] [INFO ] [sig       ] SJM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:28.062725] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SJM.txt
[2025-12-18T20:31:28.062880] [INFO ] [sig       ] [2893/3568] Completed SJM in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:28.062919] [INFO ] [sig       ] [2894/3568] Forecasting SKE...
[2025-12-18T20:31:28.062948] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-18T20:31:28.062977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-18T20:31:28.074964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-18T20:31:28.075253] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-18T20:31:28.076064] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-18T20:31:28.076116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:28.076148] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:28.076176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:28.076234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:28.134186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:28.134888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:28.134970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:28.135003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:28.253166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:28.253306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:28.253346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:28.253373] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:28.256628] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=47.63%)
[2025-12-18T20:31:28.256899] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-18T20:31:28.257020] [INFO ] [sig       ] SKE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:28.395161] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SKE.txt
[2025-12-18T20:31:28.395272] [INFO ] [sig       ] [2894/3568] Completed SKE in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:28.395309] [INFO ] [sig       ] [2895/3568] Forecasting SKIL...
[2025-12-18T20:31:28.395338] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-18T20:31:28.395367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-18T20:31:28.406686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-18T20:31:28.406961] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-18T20:31:28.407732] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-18T20:31:28.407784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:28.407815] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:28.407841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:28.407896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:28.464296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:28.464947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:28.465023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:28.465055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:28.583641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:28.583760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:28.583798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:28.583864] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:28.587175] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=45.04%)
[2025-12-18T20:31:28.587459] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-18T20:31:28.587603] [INFO ] [sig       ] SKIL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:28.727849] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SKIL.txt
[2025-12-18T20:31:28.728004] [INFO ] [sig       ] [2895/3568] Completed SKIL in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:28.728042] [INFO ] [sig       ] [2896/3568] Forecasting SKIN...
[2025-12-18T20:31:28.728072] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-18T20:31:28.728103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-18T20:31:28.739866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-18T20:31:28.740203] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-18T20:31:28.741007] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-18T20:31:28.741060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:28.741093] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:28.741120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:28.741177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:28.799980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:28.801024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:28.801109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:28.801142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:28.924884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:28.925038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:28.925080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:28.925108] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:28.928372] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=38.91%)
[2025-12-18T20:31:28.928655] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-18T20:31:28.928774] [INFO ] [sig       ] SKIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:29.066184] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SKIN.txt
[2025-12-18T20:31:29.066300] [INFO ] [sig       ] [2896/3568] Completed SKIN in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:29.066337] [INFO ] [sig       ] [2897/3568] Forecasting SKLZ...
[2025-12-18T20:31:29.066367] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-18T20:31:29.066396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-18T20:31:29.077252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-18T20:31:29.077519] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-18T20:31:29.078263] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-18T20:31:29.078314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:29.078356] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:29.078384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:29.078441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:29.134026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:29.134606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:29.134680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:29.134711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:29.255710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:29.255835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:29.255872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:29.255901] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:29.259088] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-12-18T20:31:29.259352] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-18T20:31:29.259469] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:29.399393] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SKLZ.txt
[2025-12-18T20:31:29.399518] [INFO ] [sig       ] [2897/3568] Completed SKLZ in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:29.399556] [INFO ] [sig       ] [2898/3568] Forecasting SKM...
[2025-12-18T20:31:29.399603] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-18T20:31:29.399635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-18T20:31:29.410867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-18T20:31:29.411123] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-18T20:31:29.411874] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-18T20:31:29.411925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:29.411956] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:29.411982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:29.412041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:29.467827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:29.468624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:29.468706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:29.468737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:29.585287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:29.585440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:29.585481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:29.585509] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:29.588820] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=80.14%)
[2025-12-18T20:31:29.589115] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-18T20:31:29.589239] [INFO ] [sig       ] SKM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:29.727946] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SKM.txt
[2025-12-18T20:31:29.728101] [INFO ] [sig       ] [2898/3568] Completed SKM in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:29.728140] [INFO ] [sig       ] [2899/3568] Forecasting SKRE...
[2025-12-18T20:31:29.728169] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-18T20:31:29.728199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-18T20:31:29.739676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-18T20:31:29.740084] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-18T20:31:29.740869] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-18T20:31:29.740921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:29.740953] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:29.740979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:29.741035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:29.796783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:29.797617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:29.797698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:29.797730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:29.912585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:29.912724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:29.912764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:29.912792] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:29.916012] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-12-18T20:31:29.916275] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-18T20:31:29.916397] [INFO ] [sig       ] SKRE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:30.054734] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SKRE.txt
[2025-12-18T20:31:30.054868] [INFO ] [sig       ] [2899/3568] Completed SKRE in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:30.054907] [INFO ] [sig       ] [2900/3568] Forecasting SKWD...
[2025-12-18T20:31:30.054937] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-18T20:31:30.054966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-18T20:31:30.066204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-18T20:31:30.066464] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-18T20:31:30.067228] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-18T20:31:30.067280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:30.067311] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:30.067338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:30.067394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:30.124795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:30.125410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:30.125486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:30.125517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:30.244097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:30.244247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:30.244287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:30.244316] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:30.247726] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-12-18T20:31:30.247994] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-18T20:31:30.248304] [INFO ] [sig       ] SKWD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:30.385763] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SKWD.txt
[2025-12-18T20:31:30.385907] [INFO ] [sig       ] [2900/3568] Completed SKWD in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:30.385954] [INFO ] [sig       ] [2901/3568] Forecasting SKY...
[2025-12-18T20:31:30.385985] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-18T20:31:30.386015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-18T20:31:30.397031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-18T20:31:30.397345] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-18T20:31:30.398107] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-18T20:31:30.398156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:30.398187] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:30.398212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:30.398267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:30.454020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:30.454856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:30.454938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:30.454970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:30.579760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:30.579915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:30.579961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:30.579990] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:30.583292] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=70.86%)
[2025-12-18T20:31:30.583587] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-18T20:31:30.583712] [INFO ] [sig       ] SKY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:30.726003] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SKY.txt
[2025-12-18T20:31:30.726140] [INFO ] [sig       ] [2901/3568] Completed SKY in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:30.726179] [INFO ] [sig       ] [2902/3568] Forecasting SKYE...
[2025-12-18T20:31:30.726209] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-18T20:31:30.726238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-18T20:31:30.737913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-18T20:31:30.738179] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-18T20:31:30.738929] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-18T20:31:30.738981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:30.739044] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:30.739071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:30.739127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:30.795446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:30.796109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:30.796213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:30.796246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:30.915069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:30.915176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:30.915214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:30.915243] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:30.918337] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-18T20:31:30.918620] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-18T20:31:30.918758] [INFO ] [sig       ] SKYE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:31.056724] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SKYE.txt
[2025-12-18T20:31:31.056836] [INFO ] [sig       ] [2902/3568] Completed SKYE in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:31.056874] [INFO ] [sig       ] [2903/3568] Forecasting SKYH...
[2025-12-18T20:31:31.056903] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-18T20:31:31.056932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-18T20:31:31.067479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-18T20:31:31.067756] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-18T20:31:31.068486] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-18T20:31:31.068536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:31.068584] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:31.068614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:31.068671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:31.124642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:31.125222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:31.125298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:31.125328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:31.241767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:31.241905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:31.241944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:31.241972] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:31.245181] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=23.07%)
[2025-12-18T20:31:31.245451] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-18T20:31:31.245588] [INFO ] [sig       ] SKYH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:31.383669] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SKYH.txt
[2025-12-18T20:31:31.383816] [INFO ] [sig       ] [2903/3568] Completed SKYH in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:31.383855] [INFO ] [sig       ] [2904/3568] Forecasting SKYX...
[2025-12-18T20:31:31.383886] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-18T20:31:31.383916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-18T20:31:31.395767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-18T20:31:31.396089] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-18T20:31:31.396850] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-18T20:31:31.396902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:31.396933] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:31.396960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:31.397016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:31.452734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:31.453560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:31.453660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:31.453692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:31.569320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:31.569476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:31.569536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:31.569583] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:31.572883] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-18T20:31:31.573156] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-18T20:31:31.573280] [INFO ] [sig       ] SKYX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:31.713023] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SKYX.txt
[2025-12-18T20:31:31.713147] [INFO ] [sig       ] [2904/3568] Completed SKYX in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-18T20:31:31.713185] [INFO ] [sig       ] [2905/3568] Forecasting SKYY...
[2025-12-18T20:31:31.713216] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-18T20:31:31.713244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-18T20:31:31.724541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-18T20:31:31.724827] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-18T20:31:31.725606] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-18T20:31:31.725657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:31.725689] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:31.725715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:31.725772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:31.782193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:31.782820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:31.782895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:31.782926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:31.904082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:31.904195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:31.904232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:31.904261] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:31.907379] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=37.57%)
[2025-12-18T20:31:31.907662] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-18T20:31:31.907784] [INFO ] [sig       ] SKYY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:32.044902] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SKYY.txt
[2025-12-18T20:31:32.045029] [INFO ] [sig       ] [2905/3568] Completed SKYY in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-18T20:31:32.045067] [INFO ] [sig       ] [2906/3568] Forecasting SLAB...
[2025-12-18T20:31:32.045097] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-18T20:31:32.045125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-18T20:31:32.056040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-18T20:31:32.056304] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-18T20:31:32.057064] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-18T20:31:32.057114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:32.057146] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:32.057172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:32.057233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:32.116462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:32.117126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:32.117218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:32.117250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:32.235746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:32.235903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:32.235948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:32.235978] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:32.239334] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-18T20:31:32.239663] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-18T20:31:32.239796] [INFO ] [sig       ] SLAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:32.377200] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SLAB.txt
[2025-12-18T20:31:32.377351] [INFO ] [sig       ] [2906/3568] Completed SLAB in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:32.377390] [INFO ] [sig       ] [2907/3568] Forecasting SLB...
[2025-12-18T20:31:32.377420] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-18T20:31:32.377450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-18T20:31:32.389048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-18T20:31:32.389387] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-18T20:31:32.390152] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-18T20:31:32.390203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:32.390234] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:32.390260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:32.390316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:32.446081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:32.446935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:32.447016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:32.447047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:32.565260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:32.565411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:32.565451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:32.565479] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:32.569185] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=82.73%)
[2025-12-18T20:31:32.569457] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-18T20:31:32.569595] [INFO ] [sig       ] SLB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:32.708379] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SLB.txt
[2025-12-18T20:31:32.708490] [INFO ] [sig       ] [2907/3568] Completed SLB in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:32.708528] [INFO ] [sig       ] [2908/3568] Forecasting SLDB...
[2025-12-18T20:31:32.708556] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-18T20:31:32.708601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-18T20:31:32.719648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-18T20:31:32.719910] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-18T20:31:32.720685] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-18T20:31:32.720736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:32.720779] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:32.720807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:32.720867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:32.777704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:32.778310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:32.778385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:32.778416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:32.897458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:32.897587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:32.897627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:32.897656] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:32.900990] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-12-18T20:31:32.901442] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-18T20:31:32.901563] [INFO ] [sig       ] SLDB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:33.039560] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SLDB.txt
[2025-12-18T20:31:33.039750] [INFO ] [sig       ] [2908/3568] Completed SLDB in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:33.039789] [INFO ] [sig       ] [2909/3568] Forecasting SLDP...
[2025-12-18T20:31:33.039818] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-18T20:31:33.039847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-18T20:31:33.051376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-18T20:31:33.051706] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-18T20:31:33.052455] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-18T20:31:33.052506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:33.052564] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:33.052613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:33.052670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:33.109877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:33.110699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:33.110782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:33.110816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:33.227672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:33.227830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:33.227875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:33.227904] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:33.231239] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-18T20:31:33.231531] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-18T20:31:33.231705] [INFO ] [sig       ] SLDP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:33.369418] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SLDP.txt
[2025-12-18T20:31:33.369546] [INFO ] [sig       ] [2909/3568] Completed SLDP in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:33.369603] [INFO ] [sig       ] [2910/3568] Forecasting SLF...
[2025-12-18T20:31:33.369635] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-18T20:31:33.369664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-18T20:31:33.380716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-18T20:31:33.380992] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-18T20:31:33.381759] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-18T20:31:33.381809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:33.381839] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:33.381864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:33.381919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:33.437714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:33.438289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:33.438365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:33.438396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:33.560140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:33.560325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:33.560367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:33.560395] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:33.563681] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=32.28%)
[2025-12-18T20:31:33.563959] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-18T20:31:33.564078] [INFO ] [sig       ] SLF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:33.700654] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SLF.txt
[2025-12-18T20:31:33.700770] [INFO ] [sig       ] [2910/3568] Completed SLF in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:33.700808] [INFO ] [sig       ] [2911/3568] Forecasting SLG...
[2025-12-18T20:31:33.700838] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-18T20:31:33.700867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-18T20:31:33.712365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-18T20:31:33.712661] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-18T20:31:33.713616] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-18T20:31:33.713665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:33.713696] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:33.713721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:33.713775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:33.769960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:33.770523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:33.770612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:33.770646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:33.890259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:33.890414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:33.890456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:33.890484] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:33.893783] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-18T20:31:33.894062] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-18T20:31:33.894180] [INFO ] [sig       ] SLG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:34.031651] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SLG.txt
[2025-12-18T20:31:34.031798] [INFO ] [sig       ] [2911/3568] Completed SLG in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:34.031837] [INFO ] [sig       ] [2912/3568] Forecasting SLGN...
[2025-12-18T20:31:34.031876] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-18T20:31:34.031909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-18T20:31:34.042750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-18T20:31:34.043065] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-18T20:31:34.043836] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-18T20:31:34.043887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:34.043917] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:34.043943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:34.043998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:34.099872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:34.100730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:34.100814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:34.100849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:34.217371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:34.217522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:34.217564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:34.217645] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:34.221066] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=40.45%)
[2025-12-18T20:31:34.221346] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-18T20:31:34.221472] [INFO ] [sig       ] SLGN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:34.360903] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SLGN.txt
[2025-12-18T20:31:34.361051] [INFO ] [sig       ] [2912/3568] Completed SLGN in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:34.361090] [INFO ] [sig       ] [2913/3568] Forecasting SLM...
[2025-12-18T20:31:34.361121] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-18T20:31:34.361151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-18T20:31:34.372805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-18T20:31:34.373145] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-18T20:31:34.373939] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-18T20:31:34.373991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:34.374023] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:34.374051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:34.374108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:34.433160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:34.433836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:34.433915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:34.433948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:34.552694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:34.552833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:34.552873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:34.552902] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:34.556152] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-18T20:31:34.556424] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-18T20:31:34.556543] [INFO ] [sig       ] SLM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:34.695875] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SLM.txt
[2025-12-18T20:31:34.696008] [INFO ] [sig       ] [2913/3568] Completed SLM in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:34.696048] [INFO ] [sig       ] [2914/3568] Forecasting SLN...
[2025-12-18T20:31:34.696078] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-18T20:31:34.696107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-18T20:31:34.707403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-18T20:31:34.707698] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-18T20:31:34.708465] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-18T20:31:34.708517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:34.708549] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:34.708601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:34.708666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:34.764490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:34.765101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:34.765175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:34.765207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:34.886679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:34.886842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:34.886897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:34.886929] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:34.890328] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=74.65%)
[2025-12-18T20:31:34.890638] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-18T20:31:34.890763] [INFO ] [sig       ] SLN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:35.028143] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SLN.txt
[2025-12-18T20:31:35.028296] [INFO ] [sig       ] [2914/3568] Completed SLN in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:35.028336] [INFO ] [sig       ] [2915/3568] Forecasting SLNO...
[2025-12-18T20:31:35.028366] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-18T20:31:35.028397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-18T20:31:35.039750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-18T20:31:35.040015] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-18T20:31:35.040829] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-18T20:31:35.040881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:35.040913] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:35.040941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:35.040996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:35.100888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:35.101503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:35.101596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:35.101632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:35.220964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:35.221112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:35.221153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:35.221199] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:35.224484] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-18T20:31:35.224772] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-18T20:31:35.224901] [INFO ] [sig       ] SLNO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:35.363532] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SLNO.txt
[2025-12-18T20:31:35.363706] [INFO ] [sig       ] [2915/3568] Completed SLNO in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:35.363746] [INFO ] [sig       ] [2916/3568] Forecasting SLP...
[2025-12-18T20:31:35.363777] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-18T20:31:35.363806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-18T20:31:35.375563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-18T20:31:35.375924] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-18T20:31:35.376723] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-18T20:31:35.376775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:35.376806] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:35.376832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:35.376888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:35.435273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:35.436142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:35.436226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:35.436261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:35.551497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:35.551666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:35.551709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:35.551738] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:35.555005] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-18T20:31:35.555272] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-18T20:31:35.555390] [INFO ] [sig       ] SLP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:35.692953] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SLP.txt
[2025-12-18T20:31:35.693096] [INFO ] [sig       ] [2916/3568] Completed SLP in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:35.693137] [INFO ] [sig       ] [2917/3568] Forecasting SLQD...
[2025-12-18T20:31:35.693168] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-18T20:31:35.693198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-18T20:31:35.704696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-18T20:31:35.705074] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-18T20:31:35.705906] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-18T20:31:35.705960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:35.705993] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:35.706020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:35.706076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:35.763922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:35.764761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:35.764859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:35.764894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:35.881313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:35.881433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:35.881473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:35.881502] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:35.884686] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-18T20:31:35.884955] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-18T20:31:35.885073] [INFO ] [sig       ] SLQD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:36.022749] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SLQD.txt
[2025-12-18T20:31:36.022866] [INFO ] [sig       ] [2917/3568] Completed SLQD in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:36.022903] [INFO ] [sig       ] [2918/3568] Forecasting SLRC...
[2025-12-18T20:31:36.022932] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-18T20:31:36.022961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-18T20:31:36.034728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-18T20:31:36.035018] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-18T20:31:36.035848] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-18T20:31:36.035901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:36.035933] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:36.035960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:36.036017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:36.093816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:36.094416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:36.094495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:36.094528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:36.211566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:36.211734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:36.211775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:36.211803] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:36.215087] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=19.71%)
[2025-12-18T20:31:36.215359] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-18T20:31:36.215481] [INFO ] [sig       ] SLRC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:36.359954] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SLRC.txt
[2025-12-18T20:31:36.360116] [INFO ] [sig       ] [2918/3568] Completed SLRC in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:36.360156] [INFO ] [sig       ] [2919/3568] Forecasting SLS...
[2025-12-18T20:31:36.360186] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-18T20:31:36.360215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-18T20:31:36.373901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-18T20:31:36.374517] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-18T20:31:36.375308] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-18T20:31:36.375360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:36.375390] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:36.375417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:36.375498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:36.431613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:36.432363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:36.432472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:36.432504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:36.552356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:36.552507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:36.552548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:36.552592] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:36.555913] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=38.08%)
[2025-12-18T20:31:36.556190] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-18T20:31:36.556312] [INFO ] [sig       ] SLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:36.692946] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SLS.txt
[2025-12-18T20:31:36.693285] [INFO ] [sig       ] [2919/3568] Completed SLS in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:36.693323] [INFO ] [sig       ] [2920/3568] Forecasting SLVM...
[2025-12-18T20:31:36.693355] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-18T20:31:36.693384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-18T20:31:36.707769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-18T20:31:36.708472] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-18T20:31:36.709919] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-18T20:31:36.709995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:36.710036] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:36.710259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:36.710334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:36.772014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:36.772874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:36.772957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:36.772990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:36.908951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:36.909128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:36.909170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:36.909198] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:36.912593] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-12-18T20:31:36.912905] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-18T20:31:36.913038] [INFO ] [sig       ] SLVM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:37.057418] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SLVM.txt
[2025-12-18T20:31:37.057597] [INFO ] [sig       ] [2920/3568] Completed SLVM in 0.4s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:37.057639] [INFO ] [sig       ] [2921/3568] Forecasting SLVO...
[2025-12-18T20:31:37.057670] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-18T20:31:37.057699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-18T20:31:37.069605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-18T20:31:37.069999] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-18T20:31:37.070821] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-18T20:31:37.070894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:37.070928] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:37.070957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:37.071015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:37.128002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:37.128846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:37.128929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:37.128961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:37.250296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:37.250412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:37.250453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:37.250483] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:37.253891] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=79.04%)
[2025-12-18T20:31:37.254172] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-18T20:31:37.254295] [INFO ] [sig       ] SLVO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:37.399751] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SLVO.txt
[2025-12-18T20:31:37.399916] [INFO ] [sig       ] [2921/3568] Completed SLVO in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:37.399964] [INFO ] [sig       ] [2922/3568] Forecasting SLXN...
[2025-12-18T20:31:37.400003] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-18T20:31:37.400035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-18T20:31:37.412035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-18T20:31:37.412385] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-18T20:31:37.413177] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-18T20:31:37.413229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:37.413263] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:37.413291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:37.413349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:37.472740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:37.473545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:37.473646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:37.473682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:37.588329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:37.588487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:37.588530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:37.588560] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:37.591904] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-12-18T20:31:37.592178] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-18T20:31:37.592299] [INFO ] [sig       ] SLXN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:37.730202] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SLXN.txt
[2025-12-18T20:31:37.730382] [INFO ] [sig       ] [2922/3568] Completed SLXN in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-18T20:31:37.730421] [INFO ] [sig       ] [2923/3568] Forecasting SM...
[2025-12-18T20:31:37.730451] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-18T20:31:37.730483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-18T20:31:37.741938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-18T20:31:37.742277] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-18T20:31:37.743081] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-18T20:31:37.743131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:37.743163] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:37.743190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:37.743245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:37.802082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:37.802856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:37.802941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:37.802982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:37.926833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:37.926990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:37.927033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:37.927063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:37.930436] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-18T20:31:37.930749] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-18T20:31:37.930878] [INFO ] [sig       ] SM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:38.068408] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SM.txt
[2025-12-18T20:31:38.068552] [INFO ] [sig       ] [2923/3568] Completed SM in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-18T20:31:38.068610] [INFO ] [sig       ] [2924/3568] Forecasting SMBC...
[2025-12-18T20:31:38.068641] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-18T20:31:38.068671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-18T20:31:38.079696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-18T20:31:38.080009] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-18T20:31:38.080775] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-18T20:31:38.080826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:38.080857] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:38.080884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:38.080939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:38.136072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:38.136739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:38.136816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:38.136847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:38.254701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:38.254852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:38.254900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:38.254934] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:38.258287] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-18T20:31:38.258569] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-18T20:31:38.258724] [INFO ] [sig       ] SMBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:38.396448] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SMBC.txt
[2025-12-18T20:31:38.396609] [INFO ] [sig       ] [2924/3568] Completed SMBC in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:38.396651] [INFO ] [sig       ] [2925/3568] Forecasting SMBK...
[2025-12-18T20:31:38.396681] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-18T20:31:38.396710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-18T20:31:38.407947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-18T20:31:38.408234] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-18T20:31:38.409031] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-18T20:31:38.409086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:38.409118] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:38.409145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:38.409201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:38.464036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:38.464820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:38.464897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:38.464928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:38.581604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:38.581759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:38.581800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:38.581837] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:38.585180] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-12-18T20:31:38.585446] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-18T20:31:38.585591] [INFO ] [sig       ] SMBK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:38.723461] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SMBK.txt
[2025-12-18T20:31:38.723628] [INFO ] [sig       ] [2925/3568] Completed SMBK in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:38.723670] [INFO ] [sig       ] [2926/3568] Forecasting SMCI...
[2025-12-18T20:31:38.723701] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-18T20:31:38.723730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-18T20:31:38.735103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-18T20:31:38.735403] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-18T20:31:38.736167] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-18T20:31:38.736217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:38.736298] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:38.736325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:38.736382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:38.792022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:38.792766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:38.792848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:38.792881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:38.919979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:38.920136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:38.920178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:38.920207] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:38.923497] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-12-18T20:31:38.923802] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-18T20:31:38.923930] [INFO ] [sig       ] SMCI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:39.061498] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SMCI.txt
[2025-12-18T20:31:39.061659] [INFO ] [sig       ] [2926/3568] Completed SMCI in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:39.061700] [INFO ] [sig       ] [2927/3568] Forecasting SMCX...
[2025-12-18T20:31:39.061729] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-18T20:31:39.061760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-18T20:31:39.073333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-18T20:31:39.073674] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-18T20:31:39.074428] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-18T20:31:39.074479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:39.074509] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:39.074534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:39.074615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:39.129982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:39.130767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:39.130845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:39.130876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:39.263320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:39.263509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:39.263561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:39.263609] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:39.267107] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-18T20:31:39.267396] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-18T20:31:39.267519] [INFO ] [sig       ] SMCX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:39.423236] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SMCX.txt
[2025-12-18T20:31:39.423398] [INFO ] [sig       ] [2927/3568] Completed SMCX in 0.4s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:39.423438] [INFO ] [sig       ] [2928/3568] Forecasting SMFG...
[2025-12-18T20:31:39.423469] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-18T20:31:39.423530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-18T20:31:39.436047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-18T20:31:39.436414] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-18T20:31:39.437213] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-18T20:31:39.437265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:39.437296] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:39.437323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:39.437379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:39.494661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:39.495698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:39.495788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:39.495821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:39.621309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:39.621496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:39.621538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:39.621565] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:39.625098] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-12-18T20:31:39.625441] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-18T20:31:39.625603] [INFO ] [sig       ] SMFG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:39.770760] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SMFG.txt
[2025-12-18T20:31:39.770927] [INFO ] [sig       ] [2928/3568] Completed SMFG in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:39.770965] [INFO ] [sig       ] [2929/3568] Forecasting SMH...
[2025-12-18T20:31:39.770995] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-18T20:31:39.771027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-18T20:31:39.783636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-18T20:31:39.784021] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-18T20:31:39.784835] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-18T20:31:39.784887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:39.784918] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:39.784944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:39.785001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:39.843154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:39.844032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:39.844112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:39.844144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:39.968515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:39.968688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:39.968736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:39.968800] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:39.972214] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2025-12-18T20:31:39.972505] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-18T20:31:39.972655] [INFO ] [sig       ] SMH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:40.113171] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SMH.txt
[2025-12-18T20:31:40.113302] [INFO ] [sig       ] [2929/3568] Completed SMH in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:40.113340] [INFO ] [sig       ] [2930/3568] Forecasting SMHI...
[2025-12-18T20:31:40.113370] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-18T20:31:40.113401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-18T20:31:40.124729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-18T20:31:40.125006] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-18T20:31:40.125763] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-18T20:31:40.125814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:40.125844] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:40.125870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:40.125926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:40.182173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:40.182803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:40.182878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:40.182909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:40.298152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:40.298471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:40.298510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:40.298538] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:40.301973] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2025-12-18T20:31:40.302389] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-18T20:31:40.302511] [INFO ] [sig       ] SMHI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:40.442407] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SMHI.txt
[2025-12-18T20:31:40.442518] [INFO ] [sig       ] [2930/3568] Completed SMHI in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:40.442556] [INFO ] [sig       ] [2931/3568] Forecasting SMHX...
[2025-12-18T20:31:40.442604] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-18T20:31:40.442635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-18T20:31:40.453443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-18T20:31:40.453743] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-18T20:31:40.454483] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-18T20:31:40.454533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:40.454563] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:40.454616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:40.454672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:40.510037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:40.510674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:40.510750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:40.510781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:40.625944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:40.626063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:40.626101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:40.626129] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:40.629320] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-18T20:31:40.629608] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-18T20:31:40.629731] [INFO ] [sig       ] SMHX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:40.769983] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SMHX.txt
[2025-12-18T20:31:40.770104] [INFO ] [sig       ] [2931/3568] Completed SMHX in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:40.770148] [INFO ] [sig       ] [2932/3568] Forecasting SMID...
[2025-12-18T20:31:40.770180] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-18T20:31:40.770209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-18T20:31:40.781008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-18T20:31:40.781269] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-18T20:31:40.782037] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-18T20:31:40.782087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:40.782129] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:40.782157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:40.782213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:40.837184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:40.837803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:40.837877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:40.837909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:40.942455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:40.942555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:40.942608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:40.942636] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:40.945683] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-12-18T20:31:40.945945] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-18T20:31:40.946063] [INFO ] [sig       ] SMID: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:41.083078] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SMID.txt
[2025-12-18T20:31:41.083190] [INFO ] [sig       ] [2932/3568] Completed SMID in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:41.083227] [INFO ] [sig       ] [2933/3568] Forecasting SMPL...
[2025-12-18T20:31:41.083255] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-18T20:31:41.083284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-18T20:31:41.280232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-18T20:31:41.280498] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-18T20:31:41.281256] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-18T20:31:41.281306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:41.281337] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:41.281364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:41.281419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:41.336802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:41.337393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:41.337468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:41.337499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:41.454800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:41.454897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:41.454932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:41.454959] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:41.458205] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-12-18T20:31:41.458677] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-18T20:31:41.458796] [INFO ] [sig       ] SMPL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:41.599110] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SMPL.txt
[2025-12-18T20:31:41.599242] [INFO ] [sig       ] [2933/3568] Completed SMPL in 0.5s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:41.599281] [INFO ] [sig       ] [2934/3568] Forecasting SMTC...
[2025-12-18T20:31:41.599310] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-18T20:31:41.599338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-18T20:31:41.611299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-18T20:31:41.611563] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-18T20:31:41.612316] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-18T20:31:41.612367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:41.612397] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:41.612423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:41.612478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:41.670345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:41.670948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:41.671029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:41.671061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:41.785285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:41.785383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:41.785418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:41.785446] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:41.788525] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2025-12-18T20:31:41.788802] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-18T20:31:41.788924] [INFO ] [sig       ] SMTC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:41.927091] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SMTC.txt
[2025-12-18T20:31:41.927206] [INFO ] [sig       ] [2934/3568] Completed SMTC in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:41.927244] [INFO ] [sig       ] [2935/3568] Forecasting SMTI...
[2025-12-18T20:31:41.927273] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-18T20:31:41.927302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-18T20:31:41.938656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-18T20:31:41.938922] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-18T20:31:41.939714] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-18T20:31:41.939765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:41.939796] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:41.939821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:41.939876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:41.996457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:41.997047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:41.997123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:41.997154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:42.113124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:42.113261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:42.113300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:42.113327] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:42.116775] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-18T20:31:42.117038] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-18T20:31:42.117160] [INFO ] [sig       ] SMTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:42.278472] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SMTI.txt
[2025-12-18T20:31:42.278641] [INFO ] [sig       ] [2935/3568] Completed SMTI in 0.4s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:42.278693] [INFO ] [sig       ] [2936/3568] Forecasting SMWB...
[2025-12-18T20:31:42.278726] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-18T20:31:42.278757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-18T20:31:42.292214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-18T20:31:42.292655] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-18T20:31:42.293724] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-18T20:31:42.293789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:42.293837] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:42.293882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:42.293971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:42.358521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:42.359887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:42.360037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:42.360073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:42.487796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:42.487948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:42.487990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:42.488019] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:42.491544] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2025-12-18T20:31:42.491858] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-18T20:31:42.491986] [INFO ] [sig       ] SMWB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:42.632476] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SMWB.txt
[2025-12-18T20:31:42.632688] [INFO ] [sig       ] [2936/3568] Completed SMWB in 0.4s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:42.632750] [INFO ] [sig       ] [2937/3568] Forecasting SMX...
[2025-12-18T20:31:42.632785] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-18T20:31:42.632817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-18T20:31:42.646081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-18T20:31:42.646432] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-18T20:31:42.647357] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-18T20:31:42.647410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:42.647450] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:42.647491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:42.647566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:42.712383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:42.713026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:42.713104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:42.713135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:42.816076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:42.816198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:42.816238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:42.816267] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:42.819896] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-12-18T20:31:42.820164] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-18T20:31:42.820303] [INFO ] [sig       ] SMX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:42.959421] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SMX.txt
[2025-12-18T20:31:42.959535] [INFO ] [sig       ] [2937/3568] Completed SMX in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:42.959603] [INFO ] [sig       ] [2938/3568] Forecasting SN...
[2025-12-18T20:31:42.959637] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-18T20:31:42.959667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-18T20:31:42.971099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-18T20:31:42.971375] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-18T20:31:42.972145] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-18T20:31:42.972195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:42.972226] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:42.972253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:42.972308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:43.027904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:43.028481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:43.028557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:43.028607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:43.158707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:43.158852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:43.158909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:43.158939] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:43.162419] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=81.78%)
[2025-12-18T20:31:43.162711] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-18T20:31:43.162852] [INFO ] [sig       ] SN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:43.305190] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SN.txt
[2025-12-18T20:31:43.305322] [INFO ] [sig       ] [2938/3568] Completed SN in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:43.305359] [INFO ] [sig       ] [2939/3568] Forecasting SNA...
[2025-12-18T20:31:43.305389] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-18T20:31:43.305418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-18T20:31:43.316415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-18T20:31:43.316708] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-18T20:31:43.317452] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-18T20:31:43.317502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:43.317534] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:43.317560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:43.317637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:43.373108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:43.373697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:43.373787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:43.373820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:43.490462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:43.490592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:43.490633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:43.490679] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:43.493849] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-18T20:31:43.494116] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-18T20:31:43.494239] [INFO ] [sig       ] SNA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:43.632628] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SNA.txt
[2025-12-18T20:31:43.632767] [INFO ] [sig       ] [2939/3568] Completed SNA in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-18T20:31:43.632806] [INFO ] [sig       ] [2940/3568] Forecasting SNAP...
[2025-12-18T20:31:43.632835] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-18T20:31:43.632864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-18T20:31:43.644648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-18T20:31:43.645045] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-18T20:31:43.645876] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-18T20:31:43.645929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:43.645961] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:43.645988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:43.646044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:43.702859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:43.703864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:43.703998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:43.704033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:43.824128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:43.824305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:43.824349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:43.824377] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:43.827949] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-18T20:31:43.828260] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-18T20:31:43.828403] [INFO ] [sig       ] SNAP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:43.972744] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SNAP.txt
[2025-12-18T20:31:43.972918] [INFO ] [sig       ] [2940/3568] Completed SNAP in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-18T20:31:43.972964] [INFO ] [sig       ] [2941/3568] Forecasting SNCY...
[2025-12-18T20:31:43.972995] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-18T20:31:43.973029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-18T20:31:43.985409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-18T20:31:43.985804] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-18T20:31:43.986697] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-18T20:31:43.986750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:43.986783] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:43.986810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:43.986874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:44.045200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:44.046125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:44.046238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:44.046287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:44.167107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:44.167271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:44.167313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:44.167341] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:44.170895] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-12-18T20:31:44.171202] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-18T20:31:44.171355] [INFO ] [sig       ] SNCY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:44.315696] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SNCY.txt
[2025-12-18T20:31:44.315869] [INFO ] [sig       ] [2941/3568] Completed SNCY in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-18T20:31:44.315917] [INFO ] [sig       ] [2942/3568] Forecasting SND...
[2025-12-18T20:31:44.315948] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-18T20:31:44.315980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-18T20:31:44.327618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-18T20:31:44.327980] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-18T20:31:44.328775] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-18T20:31:44.328827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:44.328865] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:44.328907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:44.328971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:44.387333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:44.388190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:44.388275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:44.388308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:44.512452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:44.512632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:44.512676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:44.512705] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:44.516518] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=45.75%)
[2025-12-18T20:31:44.516862] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-18T20:31:44.516996] [INFO ] [sig       ] SND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:44.664531] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SND.txt
[2025-12-18T20:31:44.664719] [INFO ] [sig       ] [2942/3568] Completed SND in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:44.664760] [INFO ] [sig       ] [2943/3568] Forecasting SNDL...
[2025-12-18T20:31:44.664790] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-18T20:31:44.664820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-18T20:31:44.677503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-18T20:31:44.677903] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-18T20:31:44.678968] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-18T20:31:44.679047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:44.679143] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:44.679173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:44.679232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:44.739178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:44.740122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:44.740215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:44.740249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:44.862927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:44.863084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:44.863127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:44.863159] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:44.866861] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=85.79%)
[2025-12-18T20:31:44.867163] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-18T20:31:44.867288] [INFO ] [sig       ] SNDL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:45.003146] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SNDL.txt
[2025-12-18T20:31:45.003286] [INFO ] [sig       ] [2943/3568] Completed SNDL in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:45.003327] [INFO ] [sig       ] [2944/3568] Forecasting SNDX...
[2025-12-18T20:31:45.003358] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-18T20:31:45.003391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-18T20:31:45.014827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-18T20:31:45.015161] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-18T20:31:45.015936] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-18T20:31:45.015987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:45.016018] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:45.016045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:45.016105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:45.071270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:45.071960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:45.072038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:45.072070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:45.194648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:45.194797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:45.194839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:45.194867] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:45.198196] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-18T20:31:45.198476] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-18T20:31:45.198621] [INFO ] [sig       ] SNDX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:45.334655] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SNDX.txt
[2025-12-18T20:31:45.334772] [INFO ] [sig       ] [2944/3568] Completed SNDX in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:45.334810] [INFO ] [sig       ] [2945/3568] Forecasting SNES...
[2025-12-18T20:31:45.334838] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-18T20:31:45.334868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-18T20:31:45.345340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-18T20:31:45.345647] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-18T20:31:45.346401] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-18T20:31:45.346451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:45.346483] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:45.346509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:45.346565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:45.405754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:45.406504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:45.406597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:45.406631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:45.528544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:45.528728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:45.528773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:45.528803] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:45.532152] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-18T20:31:45.532427] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-18T20:31:45.532549] [INFO ] [sig       ] SNES: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:45.670149] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SNES.txt
[2025-12-18T20:31:45.670271] [INFO ] [sig       ] [2945/3568] Completed SNES in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:45.670309] [INFO ] [sig       ] [2946/3568] Forecasting SNEX...
[2025-12-18T20:31:45.670338] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-18T20:31:45.670368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-18T20:31:45.682238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-18T20:31:45.682747] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-18T20:31:45.683720] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-18T20:31:45.683771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:45.683803] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:45.683834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:45.683888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:45.742315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:45.743002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:45.743080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:45.743116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:45.860429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:45.860585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:45.860627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:45.860686] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:45.863953] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-12-18T20:31:45.864226] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-18T20:31:45.864347] [INFO ] [sig       ] SNEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:46.003260] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SNEX.txt
[2025-12-18T20:31:46.003380] [INFO ] [sig       ] [2946/3568] Completed SNEX in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:46.003418] [INFO ] [sig       ] [2947/3568] Forecasting SNFCA...
[2025-12-18T20:31:46.003455] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-18T20:31:46.003486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-18T20:31:46.015007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-18T20:31:46.015287] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-18T20:31:46.016055] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-18T20:31:46.016110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:46.016141] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:46.016167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:46.016223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:46.073813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:46.074434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:46.074512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:46.074545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:46.197849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:46.197999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:46.198042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:46.198072] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:46.201539] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2025-12-18T20:31:46.201838] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-18T20:31:46.201979] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:46.339897] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SNFCA.txt
[2025-12-18T20:31:46.340020] [INFO ] [sig       ] [2947/3568] Completed SNFCA in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:46.340059] [INFO ] [sig       ] [2948/3568] Forecasting SNGX...
[2025-12-18T20:31:46.340088] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-18T20:31:46.340118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-18T20:31:46.350439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-18T20:31:46.350720] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-18T20:31:46.351471] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-18T20:31:46.351521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:46.351552] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:46.351599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:46.351658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:46.406643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:46.407243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:46.407319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:46.407350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:46.523829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:46.523971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:46.524009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:46.524037] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:46.527268] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-18T20:31:46.527535] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-18T20:31:46.527696] [INFO ] [sig       ] SNGX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:46.669539] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SNGX.txt
[2025-12-18T20:31:46.669685] [INFO ] [sig       ] [2948/3568] Completed SNGX in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:46.669725] [INFO ] [sig       ] [2949/3568] Forecasting SNN...
[2025-12-18T20:31:46.669754] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-18T20:31:46.669784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-18T20:31:46.681319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-18T20:31:46.681612] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-18T20:31:46.682381] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-18T20:31:46.682433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:46.682466] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:46.682494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:46.682551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:46.737732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:46.738419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:46.738496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:46.738528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:46.855906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:46.856040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:46.856081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:46.856109] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:46.859374] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-18T20:31:46.859663] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-18T20:31:46.859786] [INFO ] [sig       ] SNN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:46.998589] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SNN.txt
[2025-12-18T20:31:46.998703] [INFO ] [sig       ] [2949/3568] Completed SNN in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:46.998740] [INFO ] [sig       ] [2950/3568] Forecasting SNOA...
[2025-12-18T20:31:46.998769] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-18T20:31:46.998798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-18T20:31:47.010031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-18T20:31:47.010292] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-18T20:31:47.011074] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-18T20:31:47.011130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:47.011161] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:47.011188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:47.011248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:47.066324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:47.066979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:47.067055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:47.067087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:47.188929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:47.189073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:47.189112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:47.189158] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:47.192348] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-18T20:31:47.192627] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-18T20:31:47.192748] [INFO ] [sig       ] SNOA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:47.329998] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SNOA.txt
[2025-12-18T20:31:47.330115] [INFO ] [sig       ] [2950/3568] Completed SNOA in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:47.330153] [INFO ] [sig       ] [2951/3568] Forecasting SNPS...
[2025-12-18T20:31:47.330182] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-18T20:31:47.330211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-18T20:31:47.341544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-18T20:31:47.341862] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-18T20:31:47.342728] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-18T20:31:47.342789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:47.342822] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:47.342848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:47.342903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:47.399678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:47.400317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:47.400394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:47.400426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:47.520270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:47.520410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:47.520452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:47.520480] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:47.523837] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-18T20:31:47.524110] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-18T20:31:47.524235] [INFO ] [sig       ] SNPS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:47.660836] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SNPS.txt
[2025-12-18T20:31:47.660959] [INFO ] [sig       ] [2951/3568] Completed SNPS in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:47.660998] [INFO ] [sig       ] [2952/3568] Forecasting SNTI...
[2025-12-18T20:31:47.661029] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-18T20:31:47.661059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-18T20:31:47.672198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-18T20:31:47.672490] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-18T20:31:47.673262] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-18T20:31:47.673313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:47.673345] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:47.673371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:47.673426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:47.730905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:47.731563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:47.731660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:47.731727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:47.859194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:47.859351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:47.859392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:47.859421] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:47.862728] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=67.39%)
[2025-12-18T20:31:47.863012] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-18T20:31:47.863138] [INFO ] [sig       ] SNTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:47.999904] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SNTI.txt
[2025-12-18T20:31:48.000052] [INFO ] [sig       ] [2952/3568] Completed SNTI in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:48.000091] [INFO ] [sig       ] [2953/3568] Forecasting SNX...
[2025-12-18T20:31:48.000121] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-18T20:31:48.000151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-18T20:31:48.011694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-18T20:31:48.011997] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-18T20:31:48.012958] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-18T20:31:48.013009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:48.013039] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:48.013065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:48.013123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:48.068629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:48.069314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:48.069424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:48.069457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:48.190244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:48.190374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:48.190412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:48.190439] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:48.193640] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-18T20:31:48.193905] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-18T20:31:48.194024] [INFO ] [sig       ] SNX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:48.334052] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SNX.txt
[2025-12-18T20:31:48.334229] [INFO ] [sig       ] [2953/3568] Completed SNX in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:48.334269] [INFO ] [sig       ] [2954/3568] Forecasting SNY...
[2025-12-18T20:31:48.334300] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-18T20:31:48.334330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-18T20:31:48.345502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-18T20:31:48.345829] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-18T20:31:48.346636] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-18T20:31:48.346687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:48.346719] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:48.346746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:48.346826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:48.405610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:48.406555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:48.406698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:48.406734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:48.523842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:48.523990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:48.524030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:48.524058] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:48.527333] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=30.66%)
[2025-12-18T20:31:48.527635] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-18T20:31:48.527768] [INFO ] [sig       ] SNY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:48.664358] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SNY.txt
[2025-12-18T20:31:48.664475] [INFO ] [sig       ] [2954/3568] Completed SNY in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:48.664512] [INFO ] [sig       ] [2955/3568] Forecasting SO...
[2025-12-18T20:31:48.664541] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-18T20:31:48.664585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-18T20:31:48.675555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-18T20:31:48.675927] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-18T20:31:48.676703] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-18T20:31:48.676753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:48.676784] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:48.676810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:48.676866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:48.732055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:48.732910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:48.732991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:48.733023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:48.851123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:48.851277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:48.851318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:48.851345] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:48.854698] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-18T20:31:48.854985] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-18T20:31:48.855112] [INFO ] [sig       ] SO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:48.993835] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SO.txt
[2025-12-18T20:31:48.993984] [INFO ] [sig       ] [2955/3568] Completed SO in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:48.994022] [INFO ] [sig       ] [2956/3568] Forecasting SOCL...
[2025-12-18T20:31:48.994053] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-18T20:31:48.994082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-18T20:31:49.004774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-18T20:31:49.005106] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-18T20:31:49.005927] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-18T20:31:49.005992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:49.006026] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:49.006054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:49.006111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:49.064911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:49.065795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:49.065880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:49.065913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:49.169445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:49.169616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:49.169660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:49.169688] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:49.173569] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2025-12-18T20:31:49.173865] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-18T20:31:49.173988] [INFO ] [sig       ] SOCL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:49.317674] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SOCL.txt
[2025-12-18T20:31:49.317845] [INFO ] [sig       ] [2956/3568] Completed SOCL in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:49.317884] [INFO ] [sig       ] [2957/3568] Forecasting SOFI...
[2025-12-18T20:31:49.317914] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-18T20:31:49.317943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-18T20:31:49.329940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-18T20:31:49.330320] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-18T20:31:49.331135] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-18T20:31:49.331187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:49.331219] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:49.331245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:49.331302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:49.391934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:49.392967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:49.393053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:49.393087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:49.512649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:49.512797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:49.512837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:49.512865] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:49.516148] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-18T20:31:49.516422] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-18T20:31:49.516552] [INFO ] [sig       ] SOFI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:49.653379] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SOFI.txt
[2025-12-18T20:31:49.653502] [INFO ] [sig       ] [2957/3568] Completed SOFI in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-18T20:31:49.653540] [INFO ] [sig       ] [2958/3568] Forecasting SOGP...
[2025-12-18T20:31:49.653585] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-18T20:31:49.653618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-18T20:31:49.664969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-18T20:31:49.665259] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-18T20:31:49.666037] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-18T20:31:49.666088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:49.666118] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:49.666145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:49.666205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:49.720978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:49.721625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:49.721704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:49.721749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:49.831433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:49.831610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:49.831656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:49.831703] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:49.834973] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2025-12-18T20:31:49.835246] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-18T20:31:49.835369] [INFO ] [sig       ] SOGP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:49.971083] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SOGP.txt
[2025-12-18T20:31:49.971223] [INFO ] [sig       ] [2958/3568] Completed SOGP in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-18T20:31:49.971260] [INFO ] [sig       ] [2959/3568] Forecasting SOJC...
[2025-12-18T20:31:49.971288] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-18T20:31:49.971318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-18T20:31:49.982845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-18T20:31:49.983256] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-18T20:31:49.984061] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-18T20:31:49.984113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:49.984147] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:49.984173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:49.984230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:50.042817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:50.043746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:50.043834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:50.043868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:50.166163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:50.166313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:50.166355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:50.166385] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:50.170051] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2025-12-18T20:31:50.170318] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-18T20:31:50.170441] [INFO ] [sig       ] SOJC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:50.307223] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SOJC.txt
[2025-12-18T20:31:50.307548] [INFO ] [sig       ] [2959/3568] Completed SOJC in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:50.307604] [INFO ] [sig       ] [2960/3568] Forecasting SOJD...
[2025-12-18T20:31:50.307635] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-18T20:31:50.307665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-18T20:31:50.319454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-18T20:31:50.319779] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-18T20:31:50.320526] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-18T20:31:50.320594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:50.320654] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:50.320682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:50.320739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:50.376444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:50.377064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:50.377139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:50.377171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:50.497722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:50.497991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:50.498035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:50.498063] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:50.501590] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-18T20:31:50.501882] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-18T20:31:50.502009] [INFO ] [sig       ] SOJD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:50.640328] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SOJD.txt
[2025-12-18T20:31:50.640469] [INFO ] [sig       ] [2960/3568] Completed SOJD in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:50.640507] [INFO ] [sig       ] [2961/3568] Forecasting SOJE...
[2025-12-18T20:31:50.640536] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-18T20:31:50.640566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-18T20:31:50.656142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-18T20:31:50.656620] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-18T20:31:50.657611] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-18T20:31:50.657671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:50.657709] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:50.657741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:50.657818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:50.715302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:50.716197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:50.716280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:50.716311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:50.834153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:50.834303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:50.834344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:50.834373] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:50.837665] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-12-18T20:31:50.837932] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-18T20:31:50.838053] [INFO ] [sig       ] SOJE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:50.975205] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SOJE.txt
[2025-12-18T20:31:50.975356] [INFO ] [sig       ] [2961/3568] Completed SOJE in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:50.975395] [INFO ] [sig       ] [2962/3568] Forecasting SON...
[2025-12-18T20:31:50.975425] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-18T20:31:50.975455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-18T20:31:50.986324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-18T20:31:50.986673] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-18T20:31:50.987432] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-18T20:31:50.987482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:50.987514] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:50.987539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:50.987613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:51.042390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:51.043138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:51.043218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:51.043250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:51.159277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:51.159425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:51.159466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:51.159494] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:51.162763] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-12-18T20:31:51.163028] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-18T20:31:51.163151] [INFO ] [sig       ] SON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:51.300941] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SON.txt
[2025-12-18T20:31:51.301062] [INFO ] [sig       ] [2962/3568] Completed SON in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:51.301099] [INFO ] [sig       ] [2963/3568] Forecasting SONO...
[2025-12-18T20:31:51.301128] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-18T20:31:51.301159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-18T20:31:51.313029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-18T20:31:51.313379] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-18T20:31:51.314175] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-18T20:31:51.314226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:51.314257] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:51.314283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:51.314339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:51.370193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:51.370864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:51.370946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:51.370978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:51.490719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:51.490897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:51.490940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:51.490999] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:51.494428] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-18T20:31:51.494724] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-18T20:31:51.494849] [INFO ] [sig       ] SONO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:51.634088] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SONO.txt
[2025-12-18T20:31:51.634222] [INFO ] [sig       ] [2963/3568] Completed SONO in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:51.634262] [INFO ] [sig       ] [2964/3568] Forecasting SOPA...
[2025-12-18T20:31:51.634291] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-18T20:31:51.634320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-18T20:31:51.646890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-18T20:31:51.647255] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-18T20:31:51.648158] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-18T20:31:51.648211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:51.648245] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:51.648276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:51.648333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:51.713360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:51.714151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:51.714236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:51.714269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:51.848828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:51.849028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:51.849074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:51.849103] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:51.852782] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=9.74%)
[2025-12-18T20:31:51.853094] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-18T20:31:51.853225] [INFO ] [sig       ] SOPA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:51.997887] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SOPA.txt
[2025-12-18T20:31:51.998028] [INFO ] [sig       ] [2964/3568] Completed SOPA in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:51.998066] [INFO ] [sig       ] [2965/3568] Forecasting SOPH...
[2025-12-18T20:31:51.998096] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-18T20:31:51.998125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-18T20:31:52.009506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-18T20:31:52.009850] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-18T20:31:52.010651] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-18T20:31:52.010704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:52.010735] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:52.010761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:52.010816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:52.067053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:52.067778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:52.067856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:52.067887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:52.186301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:52.186454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:52.186496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:52.186527] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:52.189913] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-18T20:31:52.190195] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-18T20:31:52.190325] [INFO ] [sig       ] SOPH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:52.327117] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SOPH.txt
[2025-12-18T20:31:52.327250] [INFO ] [sig       ] [2965/3568] Completed SOPH in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:52.327289] [INFO ] [sig       ] [2966/3568] Forecasting SOUN...
[2025-12-18T20:31:52.327319] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-18T20:31:52.327349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-18T20:31:52.339994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-18T20:31:52.340437] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-18T20:31:52.341424] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-18T20:31:52.341482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:52.341514] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:52.341539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:52.341621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:52.401150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:52.402226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:52.402314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:52.402346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:52.533749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:52.533924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:52.533972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:52.534000] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:52.537886] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-18T20:31:52.538232] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-18T20:31:52.538376] [INFO ] [sig       ] SOUN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:52.681443] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SOUN.txt
[2025-12-18T20:31:52.681609] [INFO ] [sig       ] [2966/3568] Completed SOUN in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:52.681650] [INFO ] [sig       ] [2967/3568] Forecasting SOXQ...
[2025-12-18T20:31:52.681680] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-18T20:31:52.681710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-18T20:31:52.694788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-18T20:31:52.695155] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-18T20:31:52.696008] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-18T20:31:52.696075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:52.696110] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:52.696138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:52.696197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:52.762319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:52.763143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:52.763228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:52.763264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:52.886622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:52.886776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:52.886817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:52.886845] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:52.890135] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-12-18T20:31:52.890418] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-18T20:31:52.890544] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:53.026109] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SOXQ.txt
[2025-12-18T20:31:53.026247] [INFO ] [sig       ] [2967/3568] Completed SOXQ in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:53.026287] [INFO ] [sig       ] [2968/3568] Forecasting SOXX...
[2025-12-18T20:31:53.026317] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-18T20:31:53.026346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-18T20:31:53.037377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-18T20:31:53.037712] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-18T20:31:53.038471] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-18T20:31:53.038522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:53.038553] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:53.038599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:53.038657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:53.093407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:53.094248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:53.094335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:53.094366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:53.216517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:53.216702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:53.216750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:53.216778] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:53.220193] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-18T20:31:53.220479] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-18T20:31:53.220628] [INFO ] [sig       ] SOXX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:53.357099] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SOXX.txt
[2025-12-18T20:31:53.357239] [INFO ] [sig       ] [2968/3568] Completed SOXX in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:53.357276] [INFO ] [sig       ] [2969/3568] Forecasting SPAI...
[2025-12-18T20:31:53.357306] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-18T20:31:53.357336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-18T20:31:53.368726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-18T20:31:53.369096] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-18T20:31:53.369887] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-18T20:31:53.369937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:53.369969] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:53.369995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:53.370051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:53.426189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:53.426911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:53.426990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:53.427023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:53.544246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:53.544405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:53.544451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:53.544480] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:53.547900] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=33.96%)
[2025-12-18T20:31:53.548180] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-18T20:31:53.548310] [INFO ] [sig       ] SPAI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:53.684875] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPAI.txt
[2025-12-18T20:31:53.685009] [INFO ] [sig       ] [2969/3568] Completed SPAI in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:53.685048] [INFO ] [sig       ] [2970/3568] Forecasting SPB...
[2025-12-18T20:31:53.685078] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-18T20:31:53.685110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-18T20:31:53.696219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-18T20:31:53.696525] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-18T20:31:53.697291] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-18T20:31:53.697346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:53.697377] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:53.697403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:53.697458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:53.752437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:53.753099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:53.753205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:53.753237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:53.873203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:53.873352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:53.873392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:53.873421] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:53.876723] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-18T20:31:53.877000] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-18T20:31:53.877122] [INFO ] [sig       ] SPB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:54.015364] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPB.txt
[2025-12-18T20:31:54.015493] [INFO ] [sig       ] [2970/3568] Completed SPB in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:54.015540] [INFO ] [sig       ] [2971/3568] Forecasting SPCB...
[2025-12-18T20:31:54.015589] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-18T20:31:54.015624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-18T20:31:54.027242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-18T20:31:54.027544] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-18T20:31:54.028318] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-18T20:31:54.028368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:54.028398] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:54.028424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:54.028480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:54.087699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:54.088449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:54.088536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:54.088569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:54.213800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:54.213957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:54.214001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:54.214030] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:54.217345] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=73.88%)
[2025-12-18T20:31:54.217650] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-18T20:31:54.217777] [INFO ] [sig       ] SPCB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:54.355868] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SPCB.txt
[2025-12-18T20:31:54.356006] [INFO ] [sig       ] [2971/3568] Completed SPCB in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:54.356045] [INFO ] [sig       ] [2972/3568] Forecasting SPCE...
[2025-12-18T20:31:54.356074] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-18T20:31:54.356103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-18T20:31:54.367807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-18T20:31:54.368122] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-18T20:31:54.369108] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-18T20:31:54.369160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:54.369191] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:54.369216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:54.369272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:54.426642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:54.427311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:54.427389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:54.427420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:54.550408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:54.550836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:54.550888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:54.550919] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:54.554871] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-12-18T20:31:54.555164] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-18T20:31:54.555295] [INFO ] [sig       ] SPCE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:54.691564] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPCE.txt
[2025-12-18T20:31:54.691725] [INFO ] [sig       ] [2972/3568] Completed SPCE in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:54.691766] [INFO ] [sig       ] [2973/3568] Forecasting SPE...
[2025-12-18T20:31:54.691794] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-18T20:31:54.691824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-18T20:31:54.703922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-18T20:31:54.704238] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-18T20:31:54.705042] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-18T20:31:54.705094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:54.705127] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:54.705155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:54.705213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:54.762630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:54.763456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:54.763538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:54.763588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:54.885071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:54.885221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:54.885263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:54.885294] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:54.888891] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-18T20:31:54.889215] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-18T20:31:54.889364] [INFO ] [sig       ] SPE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:55.034626] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SPE.txt
[2025-12-18T20:31:55.034785] [INFO ] [sig       ] [2973/3568] Completed SPE in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:55.034825] [INFO ] [sig       ] [2974/3568] Forecasting SPFI...
[2025-12-18T20:31:55.034856] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-18T20:31:55.034885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-18T20:31:55.045728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-18T20:31:55.046016] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-18T20:31:55.046790] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-18T20:31:55.046841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:55.046873] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:55.046900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:55.046956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:55.102050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:55.102796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:55.102874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:55.102905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:55.221954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:55.222110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:55.222173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:55.222202] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:55.225524] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-18T20:31:55.225815] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-18T20:31:55.225936] [INFO ] [sig       ] SPFI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:55.365435] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPFI.txt
[2025-12-18T20:31:55.365589] [INFO ] [sig       ] [2974/3568] Completed SPFI in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:55.365629] [INFO ] [sig       ] [2975/3568] Forecasting SPG...
[2025-12-18T20:31:55.365658] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-18T20:31:55.365690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-18T20:31:55.376739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-18T20:31:55.377050] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-18T20:31:55.377846] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-18T20:31:55.377896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:55.377926] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:55.377952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:55.378007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:55.433073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:55.433953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:55.434030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:55.434061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:55.560800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:55.560958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:55.561000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:55.561029] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:55.564392] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2025-12-18T20:31:55.564690] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-18T20:31:55.564818] [INFO ] [sig       ] SPG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:55.707753] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SPG.txt
[2025-12-18T20:31:55.707935] [INFO ] [sig       ] [2975/3568] Completed SPG in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-18T20:31:55.707987] [INFO ] [sig       ] [2976/3568] Forecasting SPGI...
[2025-12-18T20:31:55.708020] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-18T20:31:55.708056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-18T20:31:55.722786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-18T20:31:55.723170] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-18T20:31:55.724259] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-18T20:31:55.724316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:55.724351] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:55.724382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:55.724454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:55.784561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:55.785499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:55.785597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:55.785632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:55.907834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:55.907986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:55.908028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:55.908056] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:55.911355] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=24.10%)
[2025-12-18T20:31:55.911658] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-18T20:31:55.911785] [INFO ] [sig       ] SPGI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:56.054500] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPGI.txt
[2025-12-18T20:31:56.054675] [INFO ] [sig       ] [2976/3568] Completed SPGI in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-18T20:31:56.054716] [INFO ] [sig       ] [2977/3568] Forecasting SPH...
[2025-12-18T20:31:56.054745] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-18T20:31:56.054776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-18T20:31:56.068892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-18T20:31:56.069386] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-18T20:31:56.070274] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-18T20:31:56.070328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:56.070391] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:56.070420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:56.070477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:56.130819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:56.131773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:56.131857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:56.131888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:56.261006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:56.261181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:56.261238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:56.261280] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:56.265867] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=45.94%)
[2025-12-18T20:31:56.266243] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-18T20:31:56.266417] [INFO ] [sig       ] SPH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:56.417237] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPH.txt
[2025-12-18T20:31:56.417390] [INFO ] [sig       ] [2977/3568] Completed SPH in 0.4s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:56.417431] [INFO ] [sig       ] [2978/3568] Forecasting SPOK...
[2025-12-18T20:31:56.417460] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-18T20:31:56.417491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-18T20:31:56.429825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-18T20:31:56.430173] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-18T20:31:56.430949] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-18T20:31:56.431001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:56.431044] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:56.431072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:56.431128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:56.486015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:56.486716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:56.486794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:56.486826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:56.603780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:56.603931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:56.603972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:56.604000] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:56.607264] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=33.47%)
[2025-12-18T20:31:56.607533] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-18T20:31:56.607673] [INFO ] [sig       ] SPOK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:56.743001] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPOK.txt
[2025-12-18T20:31:56.743133] [INFO ] [sig       ] [2978/3568] Completed SPOK in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:56.743171] [INFO ] [sig       ] [2979/3568] Forecasting SPRC...
[2025-12-18T20:31:56.743199] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-18T20:31:56.743230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-18T20:31:56.755044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-18T20:31:56.755439] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-18T20:31:56.756269] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-18T20:31:56.756327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:56.756360] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:56.756387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:56.756442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:56.815347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:56.816269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:56.816356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:56.816390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:56.934422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:56.934602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:56.934648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:56.934677] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:56.938116] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-18T20:31:56.938405] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-18T20:31:56.938537] [INFO ] [sig       ] SPRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:57.077265] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SPRC.txt
[2025-12-18T20:31:57.077419] [INFO ] [sig       ] [2979/3568] Completed SPRC in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:57.077458] [INFO ] [sig       ] [2980/3568] Forecasting SPRO...
[2025-12-18T20:31:57.077488] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-18T20:31:57.077520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-18T20:31:57.089280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-18T20:31:57.089655] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-18T20:31:57.090403] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-18T20:31:57.090454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:57.090485] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:57.090512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:57.090590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:57.148941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:57.149839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:57.149923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:57.149955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:57.276974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:57.277130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:57.277173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:57.277239] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:57.280774] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-12-18T20:31:57.281102] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-18T20:31:57.281238] [INFO ] [sig       ] SPRO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:57.432048] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPRO.txt
[2025-12-18T20:31:57.432202] [INFO ] [sig       ] [2980/3568] Completed SPRO in 0.4s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:57.432248] [INFO ] [sig       ] [2981/3568] Forecasting SPRX...
[2025-12-18T20:31:57.432279] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-18T20:31:57.432308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-18T20:31:57.443894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-18T20:31:57.444228] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-18T20:31:57.445013] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-18T20:31:57.445063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:57.445094] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:57.445120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:57.445175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:57.499918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:57.500735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:57.500819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:57.500851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:57.618635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:57.618789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:57.618832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:57.618860] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:57.622171] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2025-12-18T20:31:57.622447] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-18T20:31:57.622589] [INFO ] [sig       ] SPRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:57.761965] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPRX.txt
[2025-12-18T20:31:57.762121] [INFO ] [sig       ] [2981/3568] Completed SPRX in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:57.762167] [INFO ] [sig       ] [2982/3568] Forecasting SPRY...
[2025-12-18T20:31:57.762198] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-18T20:31:57.762227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-18T20:31:57.773739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-18T20:31:57.774033] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-18T20:31:57.774824] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-18T20:31:57.774875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:57.774906] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:57.774933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:57.774990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:57.831401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:57.832268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:57.832351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:57.832385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:57.955359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:57.955512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:57.955552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:57.955600] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:57.958859] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-18T20:31:57.959159] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-18T20:31:57.959283] [INFO ] [sig       ] SPRY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:58.099788] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPRY.txt
[2025-12-18T20:31:58.099930] [INFO ] [sig       ] [2982/3568] Completed SPRY in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:58.099969] [INFO ] [sig       ] [2983/3568] Forecasting SPSC...
[2025-12-18T20:31:58.099998] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-18T20:31:58.100028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-18T20:31:58.111925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-18T20:31:58.112221] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-18T20:31:58.113056] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-18T20:31:58.113116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:58.113169] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:58.113206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:58.113264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:58.169757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:58.170619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:58.170702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:58.170735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:58.287693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:58.287842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:58.287884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:58.287913] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:58.291217] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=57.76%)
[2025-12-18T20:31:58.291496] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-18T20:31:58.291655] [INFO ] [sig       ] SPSC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:58.428278] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SPSC.txt
[2025-12-18T20:31:58.428413] [INFO ] [sig       ] [2983/3568] Completed SPSC in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:58.428450] [INFO ] [sig       ] [2984/3568] Forecasting SPWH...
[2025-12-18T20:31:58.428481] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-18T20:31:58.428511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-18T20:31:58.439937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-18T20:31:58.440248] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-18T20:31:58.441035] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-18T20:31:58.441086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:58.441117] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:58.441144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:58.441200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:58.501117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:58.501955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:58.502035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:58.502067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:58.622468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:58.622628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:58.622671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:58.622699] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:58.626008] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-18T20:31:58.626277] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-18T20:31:58.626403] [INFO ] [sig       ] SPWH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:58.767156] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SPWH.txt
[2025-12-18T20:31:58.767300] [INFO ] [sig       ] [2984/3568] Completed SPWH in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:58.767340] [INFO ] [sig       ] [2985/3568] Forecasting SPXC...
[2025-12-18T20:31:58.767370] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-18T20:31:58.767399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-18T20:31:58.779150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-18T20:31:58.779460] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-18T20:31:58.780281] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-18T20:31:58.780338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:58.780374] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:58.780407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:58.780476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:58.837710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:58.838420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:58.838499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:58.838531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:58.962868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:58.963018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:58.963059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:58.963104] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:58.966554] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-12-18T20:31:58.966840] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-18T20:31:58.966960] [INFO ] [sig       ] SPXC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:59.108489] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SPXC.txt
[2025-12-18T20:31:59.108673] [INFO ] [sig       ] [2985/3568] Completed SPXC in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:59.108716] [INFO ] [sig       ] [2986/3568] Forecasting SPXX...
[2025-12-18T20:31:59.108746] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-18T20:31:59.108774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-18T20:31:59.120565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-18T20:31:59.120880] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-18T20:31:59.121693] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-18T20:31:59.121744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:59.121774] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:59.121801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:59.121856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:59.176762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:59.177365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:59.177448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:59.177479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:59.295268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:59.295417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:59.295459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:59.295487] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:59.298892] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-18T20:31:59.299179] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-18T20:31:59.299301] [INFO ] [sig       ] SPXX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:31:59.435386] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SPXX.txt
[2025-12-18T20:31:59.435499] [INFO ] [sig       ] [2986/3568] Completed SPXX in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:59.435536] [INFO ] [sig       ] [2987/3568] Forecasting SQM...
[2025-12-18T20:31:59.435565] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-18T20:31:59.435613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-18T20:31:59.446718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-18T20:31:59.446991] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-18T20:31:59.447767] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-18T20:31:59.447817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:59.447848] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:59.447875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:59.447930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:59.505730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:59.506383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:59.506512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:59.506546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:59.626720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:59.626838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:59.626875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:59.626903] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:59.630103] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=46.35%)
[2025-12-18T20:31:59.630368] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-18T20:31:59.630495] [INFO ] [sig       ] SQM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:31:59.766803] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SQM.txt
[2025-12-18T20:31:59.766933] [INFO ] [sig       ] [2987/3568] Completed SQM in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:31:59.766971] [INFO ] [sig       ] [2988/3568] Forecasting SQNS...
[2025-12-18T20:31:59.767001] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-18T20:31:59.767030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-18T20:31:59.778674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-18T20:31:59.778959] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-18T20:31:59.779754] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-18T20:31:59.779804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:31:59.779835] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:31:59.779861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:31:59.779917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:31:59.835426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:31:59.836252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:31:59.836328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:31:59.836359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:31:59.949634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:31:59.949763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:31:59.949801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:31:59.949829] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:31:59.953008] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-18T20:31:59.953275] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-18T20:31:59.953394] [INFO ] [sig       ] SQNS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:00.088691] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SQNS.txt
[2025-12-18T20:32:00.088807] [INFO ] [sig       ] [2988/3568] Completed SQNS in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:32:00.088845] [INFO ] [sig       ] [2989/3568] Forecasting SQQQ...
[2025-12-18T20:32:00.088874] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-18T20:32:00.088903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-18T20:32:00.100725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-18T20:32:00.101074] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-18T20:32:00.101880] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-18T20:32:00.101930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:00.101987] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:00.102016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:00.102073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:00.157482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:00.158362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:00.158448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:00.158478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:00.280652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:00.280784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:00.280824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:00.280853] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:00.284225] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-18T20:32:00.284497] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-18T20:32:00.284643] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:00.423461] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SQQQ.txt
[2025-12-18T20:32:00.423587] [INFO ] [sig       ] [2989/3568] Completed SQQQ in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:32:00.423626] [INFO ] [sig       ] [2990/3568] Forecasting SRAD...
[2025-12-18T20:32:00.423655] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-18T20:32:00.423683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-18T20:32:00.440860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-18T20:32:00.441159] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-18T20:32:00.441946] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-18T20:32:00.441997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:00.442029] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:00.442055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:00.442111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:00.514115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:00.514769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:00.514849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:00.514882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:00.633464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:00.633648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:00.633696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:00.633724] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:00.637262] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-12-18T20:32:00.637555] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-18T20:32:00.637707] [INFO ] [sig       ] SRAD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:00.775140] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SRAD.txt
[2025-12-18T20:32:00.775316] [INFO ] [sig       ] [2990/3568] Completed SRAD in 0.4s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:32:00.775355] [INFO ] [sig       ] [2991/3568] Forecasting SRBK...
[2025-12-18T20:32:00.775384] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-18T20:32:00.775416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-18T20:32:00.787219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-18T20:32:00.787538] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-18T20:32:00.788410] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-18T20:32:00.788466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:00.788500] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:00.788525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:00.788599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:00.845348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:00.846179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:00.846266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:00.846298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:00.964555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:00.964721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:00.964766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:00.964794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:00.968212] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-18T20:32:00.968515] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-18T20:32:00.968669] [INFO ] [sig       ] SRBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:01.123549] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SRBK.txt
[2025-12-18T20:32:01.123787] [INFO ] [sig       ] [2991/3568] Completed SRBK in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:32:01.123851] [INFO ] [sig       ] [2992/3568] Forecasting SRCE...
[2025-12-18T20:32:01.123917] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-18T20:32:01.123974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-18T20:32:01.138708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-18T20:32:01.139202] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-18T20:32:01.140283] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-18T20:32:01.140351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:01.140398] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:01.140440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:01.140526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:01.200302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:01.201206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:01.201291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:01.201325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:01.323221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:01.323387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:01.323428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:01.323457] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:01.327109] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-12-18T20:32:01.327479] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-18T20:32:01.327642] [INFO ] [sig       ] SRCE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:01.469896] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SRCE.txt
[2025-12-18T20:32:01.470063] [INFO ] [sig       ] [2992/3568] Completed SRCE in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-18T20:32:01.470103] [INFO ] [sig       ] [2993/3568] Forecasting SRE...
[2025-12-18T20:32:01.470139] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-18T20:32:01.470173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-18T20:32:01.482524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-18T20:32:01.482923] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-18T20:32:01.483737] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-18T20:32:01.483790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:01.483825] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:01.483851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:01.483910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:01.544504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:01.545615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:01.545880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:01.545923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:01.689029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:01.689192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:01.689236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:01.689266] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:01.693328] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-12-18T20:32:01.693641] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-18T20:32:01.693779] [INFO ] [sig       ] SRE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:01.875974] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SRE.txt
[2025-12-18T20:32:01.876145] [INFO ] [sig       ] [2993/3568] Completed SRE in 0.4s | 2.94 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-18T20:32:01.876187] [INFO ] [sig       ] [2994/3568] Forecasting SREA...
[2025-12-18T20:32:01.876226] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-18T20:32:01.876263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-18T20:32:01.889895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-18T20:32:01.890335] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-18T20:32:01.891254] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-18T20:32:01.891308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:01.891385] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:01.891432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:01.891520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:01.960497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:01.961644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:01.961734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:01.961768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:02.097290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:02.097463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:02.097507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:02.097536] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:02.102100] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-12-18T20:32:02.102550] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-18T20:32:02.102757] [INFO ] [sig       ] SREA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:02.263633] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SREA.txt
[2025-12-18T20:32:02.263798] [INFO ] [sig       ] [2994/3568] Completed SREA in 0.4s | 2.94 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-18T20:32:02.263838] [INFO ] [sig       ] [2995/3568] Forecasting SRFM...
[2025-12-18T20:32:02.263868] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-18T20:32:02.263899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-18T20:32:02.275735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-18T20:32:02.276100] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-18T20:32:02.276910] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-18T20:32:02.276961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:02.276993] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:02.277019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:02.277076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:02.333236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:02.334128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:02.334212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:02.334245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:02.456948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:02.457107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:02.457149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:02.457178] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:02.460683] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=75.74%)
[2025-12-18T20:32:02.461025] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-18T20:32:02.461165] [INFO ] [sig       ] SRFM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:02.603627] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SRFM.txt
[2025-12-18T20:32:02.603768] [INFO ] [sig       ] [2995/3568] Completed SRFM in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:02.603807] [INFO ] [sig       ] [2996/3568] Forecasting SRG...
[2025-12-18T20:32:02.603836] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-18T20:32:02.603867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-18T20:32:02.615138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-18T20:32:02.615420] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-18T20:32:02.616198] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-18T20:32:02.616249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:02.616281] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:02.616308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:02.616363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:02.672428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:02.673143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:02.673222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:02.673253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:02.797689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:02.797849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:02.797889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:02.797935] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:02.801395] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-12-18T20:32:02.801726] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-18T20:32:02.801875] [INFO ] [sig       ] SRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:02.942309] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SRG.txt
[2025-12-18T20:32:02.942449] [INFO ] [sig       ] [2996/3568] Completed SRG in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:02.942487] [INFO ] [sig       ] [2997/3568] Forecasting SRI...
[2025-12-18T20:32:02.942516] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-18T20:32:02.942546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-18T20:32:02.953532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-18T20:32:02.953861] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-18T20:32:02.954696] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-18T20:32:02.954748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:02.954779] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:02.954805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:02.954861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:03.019411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:03.020281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:03.020362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:03.020395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:03.143897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:03.144075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:03.144117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:03.144179] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:03.147647] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-18T20:32:03.147945] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-18T20:32:03.148079] [INFO ] [sig       ] SRI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:03.286873] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SRI.txt
[2025-12-18T20:32:03.287003] [INFO ] [sig       ] [2997/3568] Completed SRI in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:03.287041] [INFO ] [sig       ] [2998/3568] Forecasting SRRK...
[2025-12-18T20:32:03.287071] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-18T20:32:03.287100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-18T20:32:03.298789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-18T20:32:03.299115] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-18T20:32:03.299948] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-18T20:32:03.300000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:03.300031] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:03.300057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:03.300113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:03.357023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:03.357860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:03.357942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:03.357975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:03.477543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:03.477693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:03.477735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:03.477764] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:03.481076] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=26.63%)
[2025-12-18T20:32:03.481354] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-18T20:32:03.481479] [INFO ] [sig       ] SRRK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:03.623169] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SRRK.txt
[2025-12-18T20:32:03.623323] [INFO ] [sig       ] [2998/3568] Completed SRRK in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:03.623362] [INFO ] [sig       ] [2999/3568] Forecasting SRTS...
[2025-12-18T20:32:03.623392] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-18T20:32:03.623421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-18T20:32:03.634938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-18T20:32:03.635268] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-18T20:32:03.636036] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-18T20:32:03.636088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:03.636120] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:03.636146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:03.636202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:03.695120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:03.696151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:03.696234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:03.696267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:03.815665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:03.815820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:03.815862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:03.815891] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:03.819227] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-18T20:32:03.819545] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-18T20:32:03.819700] [INFO ] [sig       ] SRTS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:03.957420] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SRTS.txt
[2025-12-18T20:32:03.957562] [INFO ] [sig       ] [2999/3568] Completed SRTS in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:03.957619] [INFO ] [sig       ] [3000/3568] Forecasting SSB...
[2025-12-18T20:32:03.957651] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-18T20:32:03.957681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-18T20:32:03.968699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-18T20:32:03.969066] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-18T20:32:03.970034] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-18T20:32:03.970086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:03.970118] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:03.970144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:03.970228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:04.025977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:04.026748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:04.026844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:04.026888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:04.149774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:04.149923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:04.149965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:04.149994] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:04.153370] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=30.70%)
[2025-12-18T20:32:04.153674] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-18T20:32:04.153804] [INFO ] [sig       ] SSB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:04.306740] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SSB.txt
[2025-12-18T20:32:04.306893] [INFO ] [sig       ] [3000/3568] Completed SSB in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:04.306931] [INFO ] [sig       ] [3001/3568] Forecasting SSD...
[2025-12-18T20:32:04.306960] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-18T20:32:04.306990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-18T20:32:04.318207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-18T20:32:04.318517] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-18T20:32:04.319398] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-18T20:32:04.319452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:04.319483] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:04.319510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:04.319566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:04.378010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:04.379039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:04.379134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:04.379169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:04.506373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:04.506529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:04.506589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:04.506626] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:04.510038] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2025-12-18T20:32:04.510320] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-18T20:32:04.510445] [INFO ] [sig       ] SSD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:04.654953] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SSD.txt
[2025-12-18T20:32:04.655099] [INFO ] [sig       ] [3001/3568] Completed SSD in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:04.655138] [INFO ] [sig       ] [3002/3568] Forecasting SSL...
[2025-12-18T20:32:04.655168] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-18T20:32:04.655198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-18T20:32:04.666207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-18T20:32:04.666502] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-18T20:32:04.667265] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-18T20:32:04.667327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:04.667359] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:04.667385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:04.667441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:04.725736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:04.726552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:04.726653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:04.726687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:04.847992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:04.848140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:04.848181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:04.848208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:04.851501] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-18T20:32:04.851791] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-18T20:32:04.851913] [INFO ] [sig       ] SSL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:04.991439] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SSL.txt
[2025-12-18T20:32:04.991629] [INFO ] [sig       ] [3002/3568] Completed SSL in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:04.991672] [INFO ] [sig       ] [3003/3568] Forecasting SSNC...
[2025-12-18T20:32:04.991703] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-18T20:32:04.991731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-18T20:32:05.003071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-18T20:32:05.003440] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-18T20:32:05.004256] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-18T20:32:05.004308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:05.004339] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:05.004365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:05.004419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:05.060075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:05.060980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:05.061061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:05.061093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:05.182791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:05.182941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:05.182981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:05.183008] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:05.186248] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-18T20:32:05.186524] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-18T20:32:05.186666] [INFO ] [sig       ] SSNC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:05.326504] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SSNC.txt
[2025-12-18T20:32:05.326681] [INFO ] [sig       ] [3003/3568] Completed SSNC in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:05.326723] [INFO ] [sig       ] [3004/3568] Forecasting SSP...
[2025-12-18T20:32:05.326754] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-18T20:32:05.326782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-18T20:32:05.338434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-18T20:32:05.338849] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-18T20:32:05.339717] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-18T20:32:05.339771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:05.339804] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:05.339832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:05.339890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:05.396285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:05.397176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:05.397324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:05.397372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:05.514722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:05.514879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:05.514920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:05.514949] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:05.518257] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=50.70%)
[2025-12-18T20:32:05.518530] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-18T20:32:05.518677] [INFO ] [sig       ] SSP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:05.659246] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SSP.txt
[2025-12-18T20:32:05.659413] [INFO ] [sig       ] [3004/3568] Completed SSP in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:05.659454] [INFO ] [sig       ] [3005/3568] Forecasting SSRM...
[2025-12-18T20:32:05.659486] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-18T20:32:05.659518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-18T20:32:05.671497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-18T20:32:05.671913] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-18T20:32:05.672750] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-18T20:32:05.672804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:05.672841] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:05.672872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:05.672936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:05.733641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:05.734500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:05.734604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:05.734640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:05.855964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:05.856123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:05.856166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:05.856198] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:05.859836] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-12-18T20:32:05.860156] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-18T20:32:05.860287] [INFO ] [sig       ] SSRM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:06.003119] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SSRM.txt
[2025-12-18T20:32:06.003298] [INFO ] [sig       ] [3005/3568] Completed SSRM in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:06.003339] [INFO ] [sig       ] [3006/3568] Forecasting SSSS...
[2025-12-18T20:32:06.003370] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-18T20:32:06.003399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-18T20:32:06.015424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-18T20:32:06.015861] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-18T20:32:06.016758] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-18T20:32:06.016817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:06.016849] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:06.016876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:06.016932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:06.074591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:06.075445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:06.075536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:06.075569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:06.199489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:06.199667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:06.199724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:06.199756] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:06.203193] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-12-18T20:32:06.203475] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-18T20:32:06.203624] [INFO ] [sig       ] SSSS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:06.342917] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SSSS.txt
[2025-12-18T20:32:06.343071] [INFO ] [sig       ] [3006/3568] Completed SSSS in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:06.343111] [INFO ] [sig       ] [3007/3568] Forecasting SSTI...
[2025-12-18T20:32:06.343140] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-18T20:32:06.343169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-18T20:32:06.354956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-18T20:32:06.355306] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-18T20:32:06.356104] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-18T20:32:06.356157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:06.356190] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:06.356216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:06.356274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:06.414110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:06.414965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:06.415049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:06.415081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:06.536595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:06.536750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:06.536791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:06.536820] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:06.540157] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2025-12-18T20:32:06.540476] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-18T20:32:06.540628] [INFO ] [sig       ] SSTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:06.679098] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SSTI.txt
[2025-12-18T20:32:06.679254] [INFO ] [sig       ] [3007/3568] Completed SSTI in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:06.679293] [INFO ] [sig       ] [3008/3568] Forecasting SSTK...
[2025-12-18T20:32:06.679322] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-18T20:32:06.679351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-18T20:32:06.691329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-18T20:32:06.691737] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-18T20:32:06.692526] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-18T20:32:06.692594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:06.692629] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:06.692655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:06.692710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:06.749105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:06.750070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:06.750158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:06.750191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:06.871179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:06.871335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:06.871377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:06.871405] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:06.874721] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=14.23%)
[2025-12-18T20:32:06.874991] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-18T20:32:06.875114] [INFO ] [sig       ] SSTK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:07.015375] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SSTK.txt
[2025-12-18T20:32:07.015506] [INFO ] [sig       ] [3008/3568] Completed SSTK in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:07.015555] [INFO ] [sig       ] [3009/3568] Forecasting SSYS...
[2025-12-18T20:32:07.015603] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-18T20:32:07.015634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-18T20:32:07.028435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-18T20:32:07.028838] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-18T20:32:07.029667] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-18T20:32:07.029718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:07.029749] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:07.029776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:07.029831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:07.088044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:07.088953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:07.089063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:07.089098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:07.207192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:07.207393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:07.207438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:07.207467] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:07.210824] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=40.63%)
[2025-12-18T20:32:07.211122] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-18T20:32:07.211256] [INFO ] [sig       ] SSYS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:07.350523] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SSYS.txt
[2025-12-18T20:32:07.350697] [INFO ] [sig       ] [3009/3568] Completed SSYS in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:07.350738] [INFO ] [sig       ] [3010/3568] Forecasting STAA...
[2025-12-18T20:32:07.350768] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-18T20:32:07.350798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-18T20:32:07.363612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-18T20:32:07.363951] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-18T20:32:07.364718] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-18T20:32:07.364768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:07.364799] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:07.364826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:07.364882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:07.422457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:07.423314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:07.423397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:07.423430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:07.542261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:07.542401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:07.542441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:07.542471] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:07.545788] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-18T20:32:07.546058] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-18T20:32:07.546180] [INFO ] [sig       ] STAA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:07.682807] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STAA.txt
[2025-12-18T20:32:07.682959] [INFO ] [sig       ] [3010/3568] Completed STAA in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-18T20:32:07.682997] [INFO ] [sig       ] [3011/3568] Forecasting STAG...
[2025-12-18T20:32:07.683027] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-18T20:32:07.683057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-18T20:32:07.694975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-18T20:32:07.695399] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-18T20:32:07.696362] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-18T20:32:07.696430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:07.696505] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:07.696545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:07.696646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:07.755347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:07.756233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:07.756316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:07.756350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:07.876125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:07.876258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:07.876298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:07.876326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:07.879626] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=48.77%)
[2025-12-18T20:32:07.879902] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-18T20:32:07.880026] [INFO ] [sig       ] STAG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:08.017748] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/STAG.txt
[2025-12-18T20:32:08.017876] [INFO ] [sig       ] [3011/3568] Completed STAG in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-18T20:32:08.017914] [INFO ] [sig       ] [3012/3568] Forecasting STBA...
[2025-12-18T20:32:08.017944] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-18T20:32:08.017973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-18T20:32:08.029478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-18T20:32:08.029844] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-18T20:32:08.030653] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-18T20:32:08.030705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:08.030737] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:08.030763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:08.030819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:08.088261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:08.089142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:08.089231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:08.089264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:08.211342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:08.211497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:08.211540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:08.211587] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:08.214986] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=74.06%)
[2025-12-18T20:32:08.215265] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-18T20:32:08.215392] [INFO ] [sig       ] STBA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:08.415935] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STBA.txt
[2025-12-18T20:32:08.416103] [INFO ] [sig       ] [3012/3568] Completed STBA in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:08.416142] [INFO ] [sig       ] [3013/3568] Forecasting STC...
[2025-12-18T20:32:08.416173] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-18T20:32:08.416202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-18T20:32:08.428465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-18T20:32:08.428903] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-18T20:32:08.430069] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-18T20:32:08.430140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:08.430175] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:08.430203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:08.430264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:08.492956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:08.493926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:08.494042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:08.494093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:08.619095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:08.619251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:08.619293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:08.619323] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:08.622754] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-18T20:32:08.623029] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-18T20:32:08.623155] [INFO ] [sig       ] STC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:08.769306] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STC.txt
[2025-12-18T20:32:08.769461] [INFO ] [sig       ] [3013/3568] Completed STC in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:08.769502] [INFO ] [sig       ] [3014/3568] Forecasting STE...
[2025-12-18T20:32:08.769532] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-18T20:32:08.769565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-18T20:32:08.781019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-18T20:32:08.781309] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-18T20:32:08.782110] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-18T20:32:08.782163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:08.782196] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:08.782222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:08.782285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:08.839774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:08.840647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:08.840733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:08.840767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:08.962218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:08.962369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:08.962410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:08.962472] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:08.965782] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2025-12-18T20:32:08.966051] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-18T20:32:08.966175] [INFO ] [sig       ] STE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:09.104988] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STE.txt
[2025-12-18T20:32:09.105136] [INFO ] [sig       ] [3014/3568] Completed STE in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:09.105174] [INFO ] [sig       ] [3015/3568] Forecasting STEL...
[2025-12-18T20:32:09.105205] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-18T20:32:09.105234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-18T20:32:09.116677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-18T20:32:09.116991] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-18T20:32:09.117789] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-18T20:32:09.117840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:09.117870] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:09.117897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:09.117952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:09.175539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:09.176382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:09.176462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:09.176495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:09.293625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:09.293778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:09.293818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:09.293846] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:09.297143] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-18T20:32:09.297417] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-18T20:32:09.297541] [INFO ] [sig       ] STEL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:09.436196] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/STEL.txt
[2025-12-18T20:32:09.436335] [INFO ] [sig       ] [3015/3568] Completed STEL in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:09.436372] [INFO ] [sig       ] [3016/3568] Forecasting STEM...
[2025-12-18T20:32:09.436402] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-18T20:32:09.436432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-18T20:32:09.447667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-18T20:32:09.447953] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-18T20:32:09.448745] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-18T20:32:09.448797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:09.448828] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:09.448855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:09.448911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:09.506280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:09.507254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:09.507338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:09.507369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:09.626119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:09.626276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:09.626316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:09.626346] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:09.629696] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-18T20:32:09.629979] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-18T20:32:09.630107] [INFO ] [sig       ] STEM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:09.780400] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STEM.txt
[2025-12-18T20:32:09.780553] [INFO ] [sig       ] [3016/3568] Completed STEM in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:09.780621] [INFO ] [sig       ] [3017/3568] Forecasting STEP...
[2025-12-18T20:32:09.780654] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-18T20:32:09.780687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-18T20:32:09.793602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-18T20:32:09.794017] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-18T20:32:09.794873] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-18T20:32:09.794924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:09.794955] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:09.794981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:09.795037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:09.852924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:09.853824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:09.853912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:09.854135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:09.976250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:09.976404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:09.976448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:09.976478] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:09.980548] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=55.23%)
[2025-12-18T20:32:09.980873] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-18T20:32:09.981002] [INFO ] [sig       ] STEP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:10.140935] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STEP.txt
[2025-12-18T20:32:10.141148] [INFO ] [sig       ] [3017/3568] Completed STEP in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:10.141213] [INFO ] [sig       ] [3018/3568] Forecasting STHO...
[2025-12-18T20:32:10.141256] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-18T20:32:10.141302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-18T20:32:10.156176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-18T20:32:10.156666] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-18T20:32:10.157780] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-18T20:32:10.157847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:10.157891] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:10.157930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:10.158016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:10.224714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:10.225627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:10.225712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:10.225744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:10.342257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:10.342413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:10.342455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:10.342483] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:10.345828] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-12-18T20:32:10.346115] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-18T20:32:10.346263] [INFO ] [sig       ] STHO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:10.521279] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STHO.txt
[2025-12-18T20:32:10.521448] [INFO ] [sig       ] [3018/3568] Completed STHO in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:10.521489] [INFO ] [sig       ] [3019/3568] Forecasting STI...
[2025-12-18T20:32:10.521521] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-18T20:32:10.521551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-18T20:32:10.534048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-18T20:32:10.534541] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-18T20:32:10.535725] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-18T20:32:10.535793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:10.535840] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:10.535881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:10.535970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:10.607626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:10.608671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:10.608776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:10.608814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:10.784466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:10.784673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:10.784725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:10.784759] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:10.789528] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-18T20:32:10.790024] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-18T20:32:10.790219] [INFO ] [sig       ] STI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:10.983134] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STI.txt
[2025-12-18T20:32:10.983347] [INFO ] [sig       ] [3019/3568] Completed STI in 0.5s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:10.983395] [INFO ] [sig       ] [3020/3568] Forecasting STIM...
[2025-12-18T20:32:10.983431] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-18T20:32:10.983467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-18T20:32:10.999450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-18T20:32:10.999966] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-18T20:32:11.001016] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-18T20:32:11.001079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:11.001117] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:11.001149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:11.001221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:11.088666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:11.089963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:11.090090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:11.090142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:11.285237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:11.285941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:11.286168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:11.286221] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:11.294181] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-18T20:32:11.294892] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-18T20:32:11.295147] [INFO ] [sig       ] STIM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:11.500972] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STIM.txt
[2025-12-18T20:32:11.501190] [INFO ] [sig       ] [3020/3568] Completed STIM in 0.5s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:11.501258] [INFO ] [sig       ] [3021/3568] Forecasting STK...
[2025-12-18T20:32:11.501306] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-18T20:32:11.501354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-18T20:32:11.520145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-18T20:32:11.520664] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-18T20:32:11.521978] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-18T20:32:11.522046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:11.522087] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:11.522122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:11.522211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:11.590313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:11.591278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:11.591419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:11.591454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:11.747887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:11.748073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:11.748141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:11.748192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:11.753424] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-18T20:32:11.753909] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-18T20:32:11.754104] [INFO ] [sig       ] STK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:11.904112] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STK.txt
[2025-12-18T20:32:11.904270] [INFO ] [sig       ] [3021/3568] Completed STK in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:11.904310] [INFO ] [sig       ] [3022/3568] Forecasting STKH...
[2025-12-18T20:32:11.904339] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-18T20:32:11.904369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-18T20:32:11.917382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-18T20:32:11.917865] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-18T20:32:11.918949] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-18T20:32:11.919059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:11.919106] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:11.919139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:11.919208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:11.985968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:11.986856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:11.986969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:11.987005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:12.101138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:12.101296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:12.101341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:12.101369] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:12.105078] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-12-18T20:32:12.105400] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-18T20:32:12.105552] [INFO ] [sig       ] STKH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:12.253314] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STKH.txt
[2025-12-18T20:32:12.253453] [INFO ] [sig       ] [3022/3568] Completed STKH in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:12.253493] [INFO ] [sig       ] [3023/3568] Forecasting STKL...
[2025-12-18T20:32:12.253523] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-18T20:32:12.253552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-18T20:32:12.265165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-18T20:32:12.265506] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-18T20:32:12.266291] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-18T20:32:12.266342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:12.266374] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:12.266400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:12.266456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:12.321880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:12.322710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:12.322794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:12.322826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:12.453896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:12.454050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:12.454095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:12.454125] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:12.457735] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-18T20:32:12.458055] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-18T20:32:12.458221] [INFO ] [sig       ] STKL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:12.608618] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STKL.txt
[2025-12-18T20:32:12.608770] [INFO ] [sig       ] [3023/3568] Completed STKL in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:12.608812] [INFO ] [sig       ] [3024/3568] Forecasting STKS...
[2025-12-18T20:32:12.608843] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-18T20:32:12.608874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-18T20:32:12.620885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-18T20:32:12.621310] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-18T20:32:12.622219] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-18T20:32:12.622271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:12.622318] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:12.622347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:12.622405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:12.684972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:12.685947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:12.686034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:12.686067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:12.817535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:12.817708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:12.817757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:12.817794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:12.821198] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-12-18T20:32:12.821492] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-18T20:32:12.821637] [INFO ] [sig       ] STKS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:12.961339] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/STKS.txt
[2025-12-18T20:32:12.961496] [INFO ] [sig       ] [3024/3568] Completed STKS in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:12.961536] [INFO ] [sig       ] [3025/3568] Forecasting STLA...
[2025-12-18T20:32:12.961565] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-18T20:32:12.961614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-18T20:32:12.972607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-18T20:32:12.972917] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-18T20:32:12.973692] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-18T20:32:12.973743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:12.973775] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:12.973803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:12.973858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:13.029811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:13.030667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:13.030749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:13.030781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:13.149632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:13.149788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:13.149830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:13.149859] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:13.153217] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-18T20:32:13.153514] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-18T20:32:13.153666] [INFO ] [sig       ] STLA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:13.292738] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STLA.txt
[2025-12-18T20:32:13.292891] [INFO ] [sig       ] [3025/3568] Completed STLA in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:13.292929] [INFO ] [sig       ] [3026/3568] Forecasting STLD...
[2025-12-18T20:32:13.292961] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-18T20:32:13.292992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-18T20:32:13.304469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-18T20:32:13.304835] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-18T20:32:13.305603] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-18T20:32:13.305654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:13.305686] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:13.305713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:13.305768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:13.363176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:13.364145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:13.364250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:13.364299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:13.487923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:13.488056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:13.488119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:13.488158] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:13.492257] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-18T20:32:13.492678] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-18T20:32:13.492869] [INFO ] [sig       ] STLD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:13.638346] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STLD.txt
[2025-12-18T20:32:13.638494] [INFO ] [sig       ] [3026/3568] Completed STLD in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-18T20:32:13.638533] [INFO ] [sig       ] [3027/3568] Forecasting STM...
[2025-12-18T20:32:13.638564] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-18T20:32:13.638612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-18T20:32:13.650030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-18T20:32:13.650354] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-18T20:32:13.651176] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-18T20:32:13.651229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:13.651262] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:13.651289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:13.651347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:13.708382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:13.709223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:13.709304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:13.709336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:13.835670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:13.835823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:13.835865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:13.835894] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:13.839539] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-18T20:32:13.839917] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-18T20:32:13.840073] [INFO ] [sig       ] STM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:13.989550] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/STM.txt
[2025-12-18T20:32:13.989721] [INFO ] [sig       ] [3027/3568] Completed STM in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-18T20:32:13.989761] [INFO ] [sig       ] [3028/3568] Forecasting STN...
[2025-12-18T20:32:13.989799] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-18T20:32:13.989831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-18T20:32:14.001650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-18T20:32:14.002041] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-18T20:32:14.002859] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-18T20:32:14.003094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:14.003157] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:14.003186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:14.003248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:14.062513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:14.063389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:14.063475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:14.063508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:14.181437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:14.181608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:14.181652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:14.181681] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:14.185049] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=26.23%)
[2025-12-18T20:32:14.185327] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-18T20:32:14.185459] [INFO ] [sig       ] STN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:14.326751] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/STN.txt
[2025-12-18T20:32:14.326898] [INFO ] [sig       ] [3028/3568] Completed STN in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-18T20:32:14.326939] [INFO ] [sig       ] [3029/3568] Forecasting STNE...
[2025-12-18T20:32:14.326969] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-18T20:32:14.326998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-18T20:32:14.338351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-18T20:32:14.338711] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-18T20:32:14.339500] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-18T20:32:14.339551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:14.339605] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:14.339634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:14.339694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:14.397252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:14.398041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:14.398121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:14.398153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:14.528938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:14.529114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:14.529157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:14.529185] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:14.533053] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-12-18T20:32:14.533335] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-18T20:32:14.533462] [INFO ] [sig       ] STNE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:14.687531] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STNE.txt
[2025-12-18T20:32:14.687715] [INFO ] [sig       ] [3029/3568] Completed STNE in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-18T20:32:14.687767] [INFO ] [sig       ] [3030/3568] Forecasting STOK...
[2025-12-18T20:32:14.687798] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-18T20:32:14.687829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-18T20:32:14.699548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-18T20:32:14.699933] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-18T20:32:14.700757] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-18T20:32:14.700822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:14.700863] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:14.700897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:14.700954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:14.762701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:14.763605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:14.763696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:14.763739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:14.899628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:14.899787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:14.899847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:14.899889] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:14.903516] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-12-18T20:32:14.903838] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-18T20:32:14.903986] [INFO ] [sig       ] STOK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:15.055476] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STOK.txt
[2025-12-18T20:32:15.055660] [INFO ] [sig       ] [3030/3568] Completed STOK in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:15.055708] [INFO ] [sig       ] [3031/3568] Forecasting STRA...
[2025-12-18T20:32:15.055740] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-18T20:32:15.055773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-18T20:32:15.067531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-18T20:32:15.067910] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-18T20:32:15.068807] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-18T20:32:15.068859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:15.068892] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:15.068919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:15.069015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:15.130824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:15.131695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:15.131781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:15.131816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:15.260760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:15.260918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:15.260960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:15.261041] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:15.265125] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=56.36%)
[2025-12-18T20:32:15.265422] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-18T20:32:15.265570] [INFO ] [sig       ] STRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:15.413384] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STRA.txt
[2025-12-18T20:32:15.413534] [INFO ] [sig       ] [3031/3568] Completed STRA in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:15.413590] [INFO ] [sig       ] [3032/3568] Forecasting STRL...
[2025-12-18T20:32:15.413624] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-18T20:32:15.413654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-18T20:32:15.425207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-18T20:32:15.425546] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-18T20:32:15.426316] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-18T20:32:15.426366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:15.426397] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:15.426422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:15.426477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:15.481287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:15.482024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:15.482104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:15.482136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:15.602675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:15.602829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:15.602871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:15.602899] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:15.606203] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-12-18T20:32:15.606480] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-18T20:32:15.606627] [INFO ] [sig       ] STRL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:15.754918] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STRL.txt
[2025-12-18T20:32:15.755074] [INFO ] [sig       ] [3032/3568] Completed STRL in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:15.755132] [INFO ] [sig       ] [3033/3568] Forecasting STRS...
[2025-12-18T20:32:15.755171] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-18T20:32:15.755202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-18T20:32:15.765554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-18T20:32:15.765878] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-18T20:32:15.766796] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-18T20:32:15.766848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:15.766881] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:15.766908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:15.766967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:15.822608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:15.823378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:15.823460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:15.823510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:15.912637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:15.912794] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:32:15.912838] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:15.912868] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:15.916202] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=37.99%)
[2025-12-18T20:32:15.916484] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-18T20:32:15.916630] [INFO ] [sig       ] STRS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:16.058761] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/STRS.txt
[2025-12-18T20:32:16.058906] [INFO ] [sig       ] [3033/3568] Completed STRS in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:16.058946] [INFO ] [sig       ] [3034/3568] Forecasting STSS...
[2025-12-18T20:32:16.058975] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-18T20:32:16.059028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-18T20:32:16.076146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-18T20:32:16.076814] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-18T20:32:16.077885] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-18T20:32:16.077945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:16.077984] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:16.078017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:16.078094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:16.151049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:16.152441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:16.152547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:16.152601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:16.280417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:16.280695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:16.280753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:16.280784] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:16.284937] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-18T20:32:16.285299] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-18T20:32:16.285455] [INFO ] [sig       ] STSS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:16.435664] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STSS.txt
[2025-12-18T20:32:16.435830] [INFO ] [sig       ] [3034/3568] Completed STSS in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:16.435873] [INFO ] [sig       ] [3035/3568] Forecasting STTK...
[2025-12-18T20:32:16.435905] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-18T20:32:16.435933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-18T20:32:16.448607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-18T20:32:16.449205] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-18T20:32:16.450708] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-18T20:32:16.450769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:16.450808] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:16.450859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:16.450929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:16.508743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:16.509662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:16.509746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:16.509778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:16.627610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:16.627767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:16.627809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:16.627837] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:16.631207] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-18T20:32:16.631484] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-18T20:32:16.631628] [INFO ] [sig       ] STTK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:16.770613] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STTK.txt
[2025-12-18T20:32:16.770749] [INFO ] [sig       ] [3035/3568] Completed STTK in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:16.770787] [INFO ] [sig       ] [3036/3568] Forecasting STVN...
[2025-12-18T20:32:16.770816] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-18T20:32:16.770845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-18T20:32:16.783031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-18T20:32:16.783329] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-18T20:32:16.784087] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-18T20:32:16.784137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:16.784168] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:16.784195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:16.784250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:16.841930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:16.842731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:16.842811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:16.842844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:16.961748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:16.961913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:16.961955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:16.961981] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:16.965377] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-18T20:32:16.965666] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-18T20:32:16.965791] [INFO ] [sig       ] STVN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:17.107419] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STVN.txt
[2025-12-18T20:32:17.107558] [INFO ] [sig       ] [3036/3568] Completed STVN in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:17.107614] [INFO ] [sig       ] [3037/3568] Forecasting STWD...
[2025-12-18T20:32:17.107644] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-18T20:32:17.107675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-18T20:32:17.119248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-18T20:32:17.119546] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-18T20:32:17.120352] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-18T20:32:17.120402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:17.120433] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:17.120460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:17.120515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:17.177795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:17.178428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:17.178504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:17.178535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:17.296595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:17.296748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:17.296789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:17.296817] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:17.300196] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2025-12-18T20:32:17.300471] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-18T20:32:17.300611] [INFO ] [sig       ] STWD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:17.437946] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STWD.txt
[2025-12-18T20:32:17.438071] [INFO ] [sig       ] [3037/3568] Completed STWD in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:17.438109] [INFO ] [sig       ] [3038/3568] Forecasting STX...
[2025-12-18T20:32:17.438139] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-18T20:32:17.438169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-18T20:32:17.449772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-18T20:32:17.450121] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-18T20:32:17.450913] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-18T20:32:17.450964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:17.451007] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:17.451035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:17.451090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:17.507958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:17.508819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:17.508932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:17.508966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:17.634671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:17.634832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:17.634875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:17.634904] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:17.638721] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=59.05%)
[2025-12-18T20:32:17.639022] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-18T20:32:17.639152] [INFO ] [sig       ] STX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:17.780796] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STX.txt
[2025-12-18T20:32:17.780958] [INFO ] [sig       ] [3038/3568] Completed STX in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:17.780996] [INFO ] [sig       ] [3039/3568] Forecasting STXE...
[2025-12-18T20:32:17.781027] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-18T20:32:17.781064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-18T20:32:17.792842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-18T20:32:17.793135] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-18T20:32:17.793892] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-18T20:32:17.793943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:17.793974] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:17.794000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:17.794056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:17.855895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:17.856932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:17.857015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:17.857048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:17.966030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:17.966195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:17.966237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:17.966267] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:17.969798] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-18T20:32:17.970133] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-18T20:32:17.970269] [INFO ] [sig       ] STXE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:18.120868] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STXE.txt
[2025-12-18T20:32:18.121035] [INFO ] [sig       ] [3039/3568] Completed STXE in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:18.121092] [INFO ] [sig       ] [3040/3568] Forecasting STXG...
[2025-12-18T20:32:18.121126] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-18T20:32:18.121161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-18T20:32:18.133037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-18T20:32:18.133433] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-18T20:32:18.134283] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-18T20:32:18.134337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:18.134369] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:18.134396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:18.134453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:18.196533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:18.197298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:18.197381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:18.197414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:18.314559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:18.314729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:18.314777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:18.314819] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:18.318327] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-18T20:32:18.318631] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-18T20:32:18.318777] [INFO ] [sig       ] STXG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:18.472921] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/STXG.txt
[2025-12-18T20:32:18.473111] [INFO ] [sig       ] [3040/3568] Completed STXG in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:18.473152] [INFO ] [sig       ] [3041/3568] Forecasting SUI...
[2025-12-18T20:32:18.473193] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-18T20:32:18.473232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-18T20:32:18.485988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-18T20:32:18.486389] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-18T20:32:18.487453] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-18T20:32:18.487507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:18.487538] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:18.487565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:18.487656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:18.547047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:18.548008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:18.548095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:18.548127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:18.669698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:18.669879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:18.669939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:18.669972] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:18.673458] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2025-12-18T20:32:18.673772] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-18T20:32:18.673916] [INFO ] [sig       ] SUI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:18.813062] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SUI.txt
[2025-12-18T20:32:18.813227] [INFO ] [sig       ] [3041/3568] Completed SUI in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:18.813267] [INFO ] [sig       ] [3042/3568] Forecasting SUN...
[2025-12-18T20:32:18.813297] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-18T20:32:18.813326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-18T20:32:18.824755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-18T20:32:18.825068] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-18T20:32:18.825838] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-18T20:32:18.825893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:18.825925] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:18.825951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:18.826007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:18.881099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:18.881847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:18.881926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:18.881958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:18.998857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:18.999011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:18.999054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:18.999082] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:19.002691] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-18T20:32:19.002964] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-18T20:32:19.003096] [INFO ] [sig       ] SUN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:19.154398] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SUN.txt
[2025-12-18T20:32:19.154540] [INFO ] [sig       ] [3042/3568] Completed SUN in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:19.154599] [INFO ] [sig       ] [3043/3568] Forecasting SUNS...
[2025-12-18T20:32:19.154640] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-18T20:32:19.154684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-18T20:32:19.166933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-18T20:32:19.167271] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-18T20:32:19.168167] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-18T20:32:19.168219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:19.168251] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:19.168279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:19.168353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:19.234319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:19.235120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:19.235210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:19.235247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:19.368551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:19.368747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:19.368810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:19.368857] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:19.372835] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-18T20:32:19.373176] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-18T20:32:19.373320] [INFO ] [sig       ] SUNS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:19.523037] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SUNS.txt
[2025-12-18T20:32:19.523206] [INFO ] [sig       ] [3043/3568] Completed SUNS in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-18T20:32:19.523247] [INFO ] [sig       ] [3044/3568] Forecasting SUPN...
[2025-12-18T20:32:19.523278] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-18T20:32:19.523308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-18T20:32:19.536685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-18T20:32:19.537061] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-18T20:32:19.538170] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-18T20:32:19.538240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:19.538275] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:19.538303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:19.538363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:19.601807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:19.602867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:19.602979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:19.603018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:19.737952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:19.738126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:19.738169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:19.738199] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:19.742364] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-12-18T20:32:19.742689] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-18T20:32:19.742828] [INFO ] [sig       ] SUPN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:19.885208] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SUPN.txt
[2025-12-18T20:32:19.885365] [INFO ] [sig       ] [3044/3568] Completed SUPN in 0.4s | 2.94 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-18T20:32:19.885404] [INFO ] [sig       ] [3045/3568] Forecasting SURG...
[2025-12-18T20:32:19.885434] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-18T20:32:19.885463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-18T20:32:19.897656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-18T20:32:19.897987] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-18T20:32:19.898969] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-18T20:32:19.899064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:19.899123] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:19.899151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:19.899208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:19.956138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:19.956855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:19.956934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:19.956966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:20.072726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:20.072882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:20.072923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:20.072950] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:20.076242] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-18T20:32:20.076511] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-18T20:32:20.076653] [INFO ] [sig       ] SURG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:20.219063] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SURG.txt
[2025-12-18T20:32:20.219211] [INFO ] [sig       ] [3045/3568] Completed SURG in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-18T20:32:20.219252] [INFO ] [sig       ] [3046/3568] Forecasting SUSB...
[2025-12-18T20:32:20.219281] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-18T20:32:20.219310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-18T20:32:20.230802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-18T20:32:20.231125] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-18T20:32:20.231927] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-18T20:32:20.231977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:20.232008] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:20.232033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:20.232088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:20.289246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:20.290148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:20.290231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:20.290263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:20.409753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:20.409909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:20.409952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:20.409980] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:20.413316] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-18T20:32:20.413633] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-18T20:32:20.413764] [INFO ] [sig       ] SUSB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:20.554393] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SUSB.txt
[2025-12-18T20:32:20.554550] [INFO ] [sig       ] [3046/3568] Completed SUSB in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-18T20:32:20.554611] [INFO ] [sig       ] [3047/3568] Forecasting SUSC...
[2025-12-18T20:32:20.554644] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-18T20:32:20.554673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-18T20:32:20.566604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-18T20:32:20.567006] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-18T20:32:20.567892] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-18T20:32:20.567955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:20.567988] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:20.568014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:20.568070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:20.625188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:20.626125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:20.626212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:20.626245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:20.746978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:20.747138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:20.747182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:20.747210] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:20.750699] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-18T20:32:20.751053] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-18T20:32:20.751196] [INFO ] [sig       ] SUSC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:20.901743] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SUSC.txt
[2025-12-18T20:32:20.901903] [INFO ] [sig       ] [3047/3568] Completed SUSC in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-18T20:32:20.901951] [INFO ] [sig       ] [3048/3568] Forecasting SUSL...
[2025-12-18T20:32:20.901985] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-18T20:32:20.902016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-18T20:32:20.914624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-18T20:32:20.915088] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-18T20:32:20.915957] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-18T20:32:20.916038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:20.916072] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:20.916099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:20.916155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:20.975392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:20.976369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:20.976462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:20.976495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:21.090349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:21.090507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:21.090549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:21.090653] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:21.093969] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=5.29%)
[2025-12-18T20:32:21.094242] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-18T20:32:21.094365] [INFO ] [sig       ] SUSL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:21.232161] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SUSL.txt
[2025-12-18T20:32:21.232314] [INFO ] [sig       ] [3048/3568] Completed SUSL in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:21.232353] [INFO ] [sig       ] [3049/3568] Forecasting SUUN...
[2025-12-18T20:32:21.232382] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-18T20:32:21.232412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-18T20:32:21.243930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-18T20:32:21.244272] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-18T20:32:21.245060] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-18T20:32:21.245111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:21.245142] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:21.245169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:21.245226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:21.305968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:21.307035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:21.307116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:21.307149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:21.430153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:21.430312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:21.430354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:21.430383] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:21.433865] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-12-18T20:32:21.434193] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-18T20:32:21.434334] [INFO ] [sig       ] SUUN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:21.578810] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SUUN.txt
[2025-12-18T20:32:21.578965] [INFO ] [sig       ] [3049/3568] Completed SUUN in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:21.579026] [INFO ] [sig       ] [3050/3568] Forecasting SUZ...
[2025-12-18T20:32:21.579065] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-18T20:32:21.579095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-18T20:32:21.590712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-18T20:32:21.591087] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-18T20:32:21.591914] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-18T20:32:21.591966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:21.591998] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:21.592024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:21.592081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:21.649777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:21.650636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:21.650717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:21.650750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:21.773958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:21.774107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:21.774151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:21.774180] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:21.778000] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=59.94%)
[2025-12-18T20:32:21.778268] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-18T20:32:21.778387] [INFO ] [sig       ] SUZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:21.921817] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SUZ.txt
[2025-12-18T20:32:21.922061] [INFO ] [sig       ] [3050/3568] Completed SUZ in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:21.922107] [INFO ] [sig       ] [3051/3568] Forecasting SVC...
[2025-12-18T20:32:21.922146] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-18T20:32:21.922202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-18T20:32:21.935233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-18T20:32:21.935691] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-18T20:32:21.936664] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-18T20:32:21.936715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:21.936746] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:21.936772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:21.936827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:21.992398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:21.993302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:21.993396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:21.993430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:22.110804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:22.110961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:22.111003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:22.111031] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:22.114447] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-18T20:32:22.114744] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-18T20:32:22.114870] [INFO ] [sig       ] SVC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:22.254152] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SVC.txt
[2025-12-18T20:32:22.254303] [INFO ] [sig       ] [3051/3568] Completed SVC in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:22.254348] [INFO ] [sig       ] [3052/3568] Forecasting SVCO...
[2025-12-18T20:32:22.254379] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-18T20:32:22.254408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-18T20:32:22.265788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-18T20:32:22.266156] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-18T20:32:22.266934] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-18T20:32:22.266988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:22.267019] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:22.267045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:22.267101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:22.324707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:22.325607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:22.325698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:22.325732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:22.446415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:22.446584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:22.446629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:22.446657] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:22.450087] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=59.30%)
[2025-12-18T20:32:22.450388] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-18T20:32:22.450530] [INFO ] [sig       ] SVCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:22.588765] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SVCO.txt
[2025-12-18T20:32:22.588919] [INFO ] [sig       ] [3052/3568] Completed SVCO in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:22.588959] [INFO ] [sig       ] [3053/3568] Forecasting SVRA...
[2025-12-18T20:32:22.589007] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-18T20:32:22.589046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-18T20:32:22.600285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-18T20:32:22.600680] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-18T20:32:22.601446] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-18T20:32:22.601498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:22.601530] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:22.601556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:22.601637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:22.660946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:22.661884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:22.661986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:22.662019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:22.780450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:22.780623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:22.780667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:22.780695] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:22.784039] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-18T20:32:22.784366] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-18T20:32:22.784498] [INFO ] [sig       ] SVRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:22.927169] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SVRA.txt
[2025-12-18T20:32:22.927328] [INFO ] [sig       ] [3053/3568] Completed SVRA in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:22.927367] [INFO ] [sig       ] [3054/3568] Forecasting SWBI...
[2025-12-18T20:32:22.927396] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-18T20:32:22.927428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-18T20:32:22.939846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-18T20:32:22.940202] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-18T20:32:22.941098] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-18T20:32:22.941150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:22.941182] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:22.941209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:22.941265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:22.996824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:22.997606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:22.997689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:22.997720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:23.114740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:23.114895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:23.114938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:23.114973] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:23.118392] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-12-18T20:32:23.118698] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-18T20:32:23.118831] [INFO ] [sig       ] SWBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:23.256828] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SWBI.txt
[2025-12-18T20:32:23.256978] [INFO ] [sig       ] [3054/3568] Completed SWBI in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:23.257015] [INFO ] [sig       ] [3055/3568] Forecasting SWIM...
[2025-12-18T20:32:23.257044] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-18T20:32:23.257073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-18T20:32:23.267683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-18T20:32:23.268005] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-18T20:32:23.268789] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-18T20:32:23.268839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:23.268870] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:23.268897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:23.268953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:23.324988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:23.325764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:23.325872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:23.325905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:23.447284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:23.447482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:23.447563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:23.447611] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:23.451272] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: UP (p=51.90%)
[2025-12-18T20:32:23.451588] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-18T20:32:23.451713] [INFO ] [sig       ] SWIM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:23.590667] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SWIM.txt
[2025-12-18T20:32:23.590849] [INFO ] [sig       ] [3055/3568] Completed SWIM in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:23.590895] [INFO ] [sig       ] [3056/3568] Forecasting SWK...
[2025-12-18T20:32:23.590927] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-18T20:32:23.590956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-18T20:32:23.602616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-18T20:32:23.602948] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-18T20:32:23.603729] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-18T20:32:23.603780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:23.603811] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:23.603837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:23.603899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:23.659942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:23.660812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:23.660914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:23.660947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:23.778397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:23.778552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:23.778609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:23.778639] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:23.781924] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-18T20:32:23.782193] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-18T20:32:23.782315] [INFO ] [sig       ] SWK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:23.920166] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SWK.txt
[2025-12-18T20:32:23.920319] [INFO ] [sig       ] [3056/3568] Completed SWK in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:23.920359] [INFO ] [sig       ] [3057/3568] Forecasting SWKS...
[2025-12-18T20:32:23.920393] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-18T20:32:23.920422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-18T20:32:23.932897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-18T20:32:23.933435] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-18T20:32:23.934208] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-18T20:32:23.934258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:23.934289] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:23.934315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:23.934371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:23.991373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:23.992251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:23.992332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:23.992364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:24.109473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:24.109645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:24.109689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:24.109717] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:24.113039] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2025-12-18T20:32:24.113308] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-18T20:32:24.113432] [INFO ] [sig       ] SWKS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:24.254859] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SWKS.txt
[2025-12-18T20:32:24.255018] [INFO ] [sig       ] [3057/3568] Completed SWKS in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:24.255057] [INFO ] [sig       ] [3058/3568] Forecasting SWX...
[2025-12-18T20:32:24.255087] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-18T20:32:24.255116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-18T20:32:24.268530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-18T20:32:24.269020] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-18T20:32:24.269988] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-18T20:32:24.270059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:24.270098] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:24.270125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:24.270181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:24.327645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:24.328559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:24.328669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:24.328703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:24.450565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:24.450758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:24.450803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:24.450833] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:24.455544] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=78.70%)
[2025-12-18T20:32:24.455986] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-18T20:32:24.456352] [INFO ] [sig       ] SWX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:24.607180] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SWX.txt
[2025-12-18T20:32:24.607369] [INFO ] [sig       ] [3058/3568] Completed SWX in 0.4s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:24.607411] [INFO ] [sig       ] [3059/3568] Forecasting SWZ...
[2025-12-18T20:32:24.607441] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-18T20:32:24.607470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-18T20:32:24.619192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-18T20:32:24.619601] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-18T20:32:24.620384] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-18T20:32:24.620437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:24.620483] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:24.620512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:24.620567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:24.676248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:24.677135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:24.677221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:24.677252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:24.790032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:24.790193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:24.790237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:24.790266] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:24.794296] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-12-18T20:32:24.794626] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-18T20:32:24.794760] [INFO ] [sig       ] SWZ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:24.942401] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SWZ.txt
[2025-12-18T20:32:24.942556] [INFO ] [sig       ] [3059/3568] Completed SWZ in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:24.942613] [INFO ] [sig       ] [3060/3568] Forecasting SXC...
[2025-12-18T20:32:24.942644] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-18T20:32:24.942675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-18T20:32:24.954790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-18T20:32:24.955189] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-18T20:32:24.956017] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-18T20:32:24.956079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:24.956110] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:24.956135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:24.956190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:25.011570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:25.012477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:25.012561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:25.012613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:25.143340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:25.143503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:25.143562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:25.143617] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:25.147385] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-12-18T20:32:25.147742] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-18T20:32:25.147891] [INFO ] [sig       ] SXC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:25.294632] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SXC.txt
[2025-12-18T20:32:25.294789] [INFO ] [sig       ] [3060/3568] Completed SXC in 0.4s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:25.294829] [INFO ] [sig       ] [3061/3568] Forecasting SXI...
[2025-12-18T20:32:25.294860] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-18T20:32:25.294894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-18T20:32:25.307161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-18T20:32:25.307592] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-18T20:32:25.308351] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-18T20:32:25.308401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:25.308433] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:25.308460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:25.308514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:25.364738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:25.365615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:25.365716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:25.365752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:25.487287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:25.487444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:25.487486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:25.487515] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:25.490933] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-18T20:32:25.491212] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-18T20:32:25.491337] [INFO ] [sig       ] SXI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:25.629969] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SXI.txt
[2025-12-18T20:32:25.630117] [INFO ] [sig       ] [3061/3568] Completed SXI in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-18T20:32:25.630158] [INFO ] [sig       ] [3062/3568] Forecasting SXTC...
[2025-12-18T20:32:25.630189] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-18T20:32:25.630220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-18T20:32:25.641818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-18T20:32:25.642147] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-18T20:32:25.642943] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-18T20:32:25.642995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:25.643072] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:25.643102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:25.643160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:25.704444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:25.705432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:25.705520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:25.705554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:25.826380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:25.826535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:25.826594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:25.826625] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:25.830067] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-18T20:32:25.830351] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-18T20:32:25.830478] [INFO ] [sig       ] SXTC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:25.971523] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SXTC.txt
[2025-12-18T20:32:25.971703] [INFO ] [sig       ] [3062/3568] Completed SXTC in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-18T20:32:25.971743] [INFO ] [sig       ] [3063/3568] Forecasting SY...
[2025-12-18T20:32:25.971781] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-18T20:32:25.971814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-18T20:32:25.983812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-18T20:32:25.984193] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-18T20:32:25.985043] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-18T20:32:25.985095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:25.985127] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:25.985154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:25.985210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:26.044143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:26.045051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:26.045136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:26.045169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:26.160322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:26.160478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:26.160521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:26.160549] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:26.163942] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=58.74%)
[2025-12-18T20:32:26.164230] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-18T20:32:26.164354] [INFO ] [sig       ] SY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:26.304438] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SY.txt
[2025-12-18T20:32:26.304590] [INFO ] [sig       ] [3063/3568] Completed SY in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-18T20:32:26.304631] [INFO ] [sig       ] [3064/3568] Forecasting SYF...
[2025-12-18T20:32:26.304662] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-18T20:32:26.304692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-18T20:32:26.316266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-18T20:32:26.316605] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-18T20:32:26.317362] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-18T20:32:26.317414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:26.317446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:26.317472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:26.317528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:26.373121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:26.373833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:26.373913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:26.373945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:26.496807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:26.496970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:26.497012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:26.497040] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:26.500357] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-12-18T20:32:26.500645] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-18T20:32:26.500767] [INFO ] [sig       ] SYF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:26.652224] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SYF.txt
[2025-12-18T20:32:26.652383] [INFO ] [sig       ] [3064/3568] Completed SYF in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-18T20:32:26.652423] [INFO ] [sig       ] [3065/3568] Forecasting SYK...
[2025-12-18T20:32:26.652453] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-18T20:32:26.652487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-18T20:32:26.665222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-18T20:32:26.665656] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-18T20:32:26.666482] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-18T20:32:26.666536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:26.666569] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:26.666619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:26.666677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:26.729509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:26.730610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:26.730699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:26.730732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:26.856372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:26.856553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:26.856640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:26.856683] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:26.861671] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-12-18T20:32:26.862130] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-18T20:32:26.862325] [INFO ] [sig       ] SYK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:27.026269] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SYK.txt
[2025-12-18T20:32:27.026427] [INFO ] [sig       ] [3065/3568] Completed SYK in 0.4s | 2.94 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-18T20:32:27.026469] [INFO ] [sig       ] [3066/3568] Forecasting SYM...
[2025-12-18T20:32:27.026503] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-18T20:32:27.026533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-18T20:32:27.038606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-18T20:32:27.038961] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-18T20:32:27.039776] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-18T20:32:27.039827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:27.039859] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:27.039885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:27.039940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:27.096157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:27.096793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:27.096871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:27.096902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:27.217035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:27.217160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:27.217201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:27.217252] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:27.220554] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-18T20:32:27.220852] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-18T20:32:27.220978] [INFO ] [sig       ] SYM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:27.358659] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SYM.txt
[2025-12-18T20:32:27.358789] [INFO ] [sig       ] [3066/3568] Completed SYM in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:27.358828] [INFO ] [sig       ] [3067/3568] Forecasting SYNA...
[2025-12-18T20:32:27.358856] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-18T20:32:27.358884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-18T20:32:27.370020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-18T20:32:27.370353] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-18T20:32:27.371196] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-18T20:32:27.371250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:27.371282] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:27.371309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:27.371366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:27.426850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:27.427528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:27.427627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:27.427660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:27.546687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:27.546834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:27.546877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:27.546906] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:27.550290] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2025-12-18T20:32:27.550560] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-18T20:32:27.550698] [INFO ] [sig       ] SYNA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:27.686699] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SYNA.txt
[2025-12-18T20:32:27.686852] [INFO ] [sig       ] [3067/3568] Completed SYNA in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:27.686891] [INFO ] [sig       ] [3068/3568] Forecasting SYRE...
[2025-12-18T20:32:27.686921] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-18T20:32:27.686951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-18T20:32:27.699434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-18T20:32:27.699829] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-18T20:32:27.700646] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-18T20:32:27.700699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:27.700732] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:27.700760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:27.700817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:27.759029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:27.759873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:27.759953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:27.759989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:27.880767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:27.880915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:27.880957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:27.880986] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:27.884403] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-12-18T20:32:27.884714] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-18T20:32:27.884871] [INFO ] [sig       ] SYRE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:28.027433] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/SYRE.txt
[2025-12-18T20:32:28.027607] [INFO ] [sig       ] [3068/3568] Completed SYRE in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:28.027658] [INFO ] [sig       ] [3069/3568] Forecasting SYY...
[2025-12-18T20:32:28.027688] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-18T20:32:28.027724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-18T20:32:28.040876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-18T20:32:28.041351] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-18T20:32:28.042198] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-18T20:32:28.042251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:28.042284] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:28.042310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:28.042367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:28.101750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:28.102667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:28.102769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:28.102803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:28.226151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:28.226311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:28.226353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:28.226381] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:28.230049] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-18T20:32:28.230338] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-18T20:32:28.230465] [INFO ] [sig       ] SYY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:28.368843] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/SYY.txt
[2025-12-18T20:32:28.368974] [INFO ] [sig       ] [3069/3568] Completed SYY in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:28.369029] [INFO ] [sig       ] [3070/3568] Forecasting TAC...
[2025-12-18T20:32:28.369061] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-18T20:32:28.369090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-18T20:32:28.380772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-18T20:32:28.381097] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-18T20:32:28.381866] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-18T20:32:28.381918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:28.381949] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:28.381976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:28.382044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:28.438798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:28.439557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:28.439657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:28.439690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:28.558795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:28.558949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:28.559010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:28.559041] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:28.562496] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-18T20:32:28.562814] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-18T20:32:28.562945] [INFO ] [sig       ] TAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:28.703870] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TAC.txt
[2025-12-18T20:32:28.704023] [INFO ] [sig       ] [3070/3568] Completed TAC in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:28.704061] [INFO ] [sig       ] [3071/3568] Forecasting TAK...
[2025-12-18T20:32:28.704091] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-18T20:32:28.704119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-18T20:32:28.715557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-18T20:32:28.715893] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-18T20:32:28.716663] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-18T20:32:28.716713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:28.716744] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:28.716770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:28.716825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:28.772621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:28.773291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:28.773371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:28.773402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:28.891934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:28.892094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:28.892137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:28.892166] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:28.895462] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-18T20:32:28.895752] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-18T20:32:28.895876] [INFO ] [sig       ] TAK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:29.038633] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TAK.txt
[2025-12-18T20:32:29.038777] [INFO ] [sig       ] [3071/3568] Completed TAK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:29.038818] [INFO ] [sig       ] [3072/3568] Forecasting TAL...
[2025-12-18T20:32:29.038848] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-18T20:32:29.038879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-18T20:32:29.050830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-18T20:32:29.051215] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-18T20:32:29.052034] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-18T20:32:29.052102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:29.052134] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:29.052162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:29.052231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:29.110557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:29.111425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:29.111566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:29.111619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:29.229330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:29.229494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:29.229534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:29.229563] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:29.232983] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=21.89%)
[2025-12-18T20:32:29.233256] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-18T20:32:29.233377] [INFO ] [sig       ] TAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:29.370766] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TAL.txt
[2025-12-18T20:32:29.370894] [INFO ] [sig       ] [3072/3568] Completed TAL in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:29.370931] [INFO ] [sig       ] [3073/3568] Forecasting TALK...
[2025-12-18T20:32:29.370961] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-18T20:32:29.370991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-18T20:32:29.382326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-18T20:32:29.382646] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-18T20:32:29.383388] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-18T20:32:29.383438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:29.383470] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:29.383496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:29.383555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:29.440224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:29.441043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:29.441123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:29.441154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:29.561765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:29.561917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:29.561958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:29.561986] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:29.565276] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=80.49%)
[2025-12-18T20:32:29.565543] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-18T20:32:29.565681] [INFO ] [sig       ] TALK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:29.712472] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TALK.txt
[2025-12-18T20:32:29.712672] [INFO ] [sig       ] [3073/3568] Completed TALK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:29.712721] [INFO ] [sig       ] [3074/3568] Forecasting TALO...
[2025-12-18T20:32:29.712756] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-18T20:32:29.712799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-18T20:32:29.725175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-18T20:32:29.725527] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-18T20:32:29.726449] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-18T20:32:29.726513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:29.726558] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:29.726609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:29.726668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:29.793425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:29.794259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:29.794341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:29.794386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:29.923729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:29.923882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:29.923923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:29.923952] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:29.927241] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-18T20:32:29.927511] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-18T20:32:29.927648] [INFO ] [sig       ] TALO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:30.064784] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TALO.txt
[2025-12-18T20:32:30.064917] [INFO ] [sig       ] [3074/3568] Completed TALO in 0.4s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:30.064963] [INFO ] [sig       ] [3075/3568] Forecasting TAOP...
[2025-12-18T20:32:30.064992] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-18T20:32:30.065022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-18T20:32:30.075955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-18T20:32:30.076260] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-18T20:32:30.077031] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-18T20:32:30.077082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:30.077113] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:30.077140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:30.077197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:30.134291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:30.134952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:30.135028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:30.135060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:30.250309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:30.250470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:30.250512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:30.250540] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:30.253920] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=25.20%)
[2025-12-18T20:32:30.254233] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-18T20:32:30.254366] [INFO ] [sig       ] TAOP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:30.392059] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TAOP.txt
[2025-12-18T20:32:30.392224] [INFO ] [sig       ] [3075/3568] Completed TAOP in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:30.392264] [INFO ] [sig       ] [3076/3568] Forecasting TAP...
[2025-12-18T20:32:30.392294] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-18T20:32:30.392323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-18T20:32:30.404205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-18T20:32:30.404685] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-18T20:32:30.405535] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-18T20:32:30.405622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:30.405659] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:30.405686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:30.405741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:30.461841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:30.462720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:30.462806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:30.462837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:30.580080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:30.580239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:30.580282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:30.580311] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:30.583693] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-18T20:32:30.583975] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-18T20:32:30.584102] [INFO ] [sig       ] TAP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:30.722880] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TAP.txt
[2025-12-18T20:32:30.723030] [INFO ] [sig       ] [3076/3568] Completed TAP in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:30.723068] [INFO ] [sig       ] [3077/3568] Forecasting TARA...
[2025-12-18T20:32:30.723097] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-18T20:32:30.723126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-18T20:32:30.734236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-18T20:32:30.734544] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-18T20:32:30.735312] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-18T20:32:30.735362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:30.735392] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:30.735418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:30.735472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:30.792258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:30.793061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:30.793142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:30.793174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:30.911935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:30.912112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:30.912155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:30.912183] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:30.915614] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-12-18T20:32:30.915907] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-18T20:32:30.916032] [INFO ] [sig       ] TARA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:31.057888] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TARA.txt
[2025-12-18T20:32:31.058046] [INFO ] [sig       ] [3077/3568] Completed TARA in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:31.058087] [INFO ] [sig       ] [3078/3568] Forecasting TARK...
[2025-12-18T20:32:31.058117] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-18T20:32:31.058157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-18T20:32:31.069670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-18T20:32:31.069988] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-18T20:32:31.070791] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-18T20:32:31.070841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:31.070873] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:31.070898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:31.070953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:31.128072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:31.128928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:31.129025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:31.129063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:31.249863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:31.250019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:31.250062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:31.250092] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:31.253621] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=42.90%)
[2025-12-18T20:32:31.253903] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-18T20:32:31.254027] [INFO ] [sig       ] TARK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:31.395411] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TARK.txt
[2025-12-18T20:32:31.395552] [INFO ] [sig       ] [3078/3568] Completed TARK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:31.395610] [INFO ] [sig       ] [3079/3568] Forecasting TARS...
[2025-12-18T20:32:31.395641] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-18T20:32:31.395849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-18T20:32:31.408675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-18T20:32:31.409114] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-18T20:32:31.409945] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-18T20:32:31.409997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:31.410058] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:31.410086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:31.410143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:31.468103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:31.468924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:31.469023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:31.469060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:31.598078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:31.598242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:31.598303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:31.598333] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:31.601842] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-18T20:32:31.602144] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-18T20:32:31.602274] [INFO ] [sig       ] TARS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:31.743683] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TARS.txt
[2025-12-18T20:32:31.743816] [INFO ] [sig       ] [3079/3568] Completed TARS in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-18T20:32:31.743855] [INFO ] [sig       ] [3080/3568] Forecasting TASK...
[2025-12-18T20:32:31.743884] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-18T20:32:31.743913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-18T20:32:31.755282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-18T20:32:31.755544] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-18T20:32:31.756306] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-18T20:32:31.756357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:31.756389] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:31.756415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:31.756471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:31.814609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:31.815234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:31.815310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:31.815342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:31.937814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:31.937962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:31.938003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:31.938031] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:31.941276] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=66.32%)
[2025-12-18T20:32:31.941549] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-18T20:32:31.941689] [INFO ] [sig       ] TASK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:32.079295] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TASK.txt
[2025-12-18T20:32:32.079411] [INFO ] [sig       ] [3080/3568] Completed TASK in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-18T20:32:32.079469] [INFO ] [sig       ] [3081/3568] Forecasting TAYD...
[2025-12-18T20:32:32.079499] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-18T20:32:32.079529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-18T20:32:32.089903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-18T20:32:32.090171] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-18T20:32:32.090936] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-18T20:32:32.090987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:32.091018] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:32.091045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:32.091105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:32.147828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:32.148662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:32.148743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:32.148776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:32.262040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:32.262221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:32.262268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:32.262328] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:32.265921] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-18T20:32:32.266197] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-18T20:32:32.266323] [INFO ] [sig       ] TAYD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:32.409568] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TAYD.txt
[2025-12-18T20:32:32.409742] [INFO ] [sig       ] [3081/3568] Completed TAYD in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-18T20:32:32.409782] [INFO ] [sig       ] [3082/3568] Forecasting TBB...
[2025-12-18T20:32:32.409810] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-18T20:32:32.409842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-18T20:32:32.421225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-18T20:32:32.421631] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-18T20:32:32.422410] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-18T20:32:32.422462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:32.422494] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:32.422520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:32.422598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:32.479672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:32.480523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:32.480628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:32.480662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:32.593743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:32.593903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:32.593946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:32.594008] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:32.597406] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2025-12-18T20:32:32.597714] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-18T20:32:32.597846] [INFO ] [sig       ] TBB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:32.738176] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TBB.txt
[2025-12-18T20:32:32.738332] [INFO ] [sig       ] [3082/3568] Completed TBB in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-18T20:32:32.738373] [INFO ] [sig       ] [3083/3568] Forecasting TBBK...
[2025-12-18T20:32:32.738404] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-18T20:32:32.738436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-18T20:32:32.749539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-18T20:32:32.749901] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-18T20:32:32.750696] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-18T20:32:32.750749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:32.750805] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:32.750839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:32.750896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:32.806787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:32.807677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:32.807762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:32.807794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:32.930167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:32.930347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:32.930389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:32.930416] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:32.933930] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-18T20:32:32.934221] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-18T20:32:32.934354] [INFO ] [sig       ] TBBK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:33.073700] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TBBK.txt
[2025-12-18T20:32:33.073844] [INFO ] [sig       ] [3083/3568] Completed TBBK in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:33.073884] [INFO ] [sig       ] [3084/3568] Forecasting TBI...
[2025-12-18T20:32:33.073914] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-18T20:32:33.073943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-18T20:32:33.085718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-18T20:32:33.086052] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-18T20:32:33.086823] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-18T20:32:33.086875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:33.086906] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:33.086932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:33.086988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:33.144239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:33.144965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:33.145044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:33.145077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:33.261852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:33.262007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:33.262050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:33.262080] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:33.265385] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-18T20:32:33.265672] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-18T20:32:33.265795] [INFO ] [sig       ] TBI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:33.404663] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TBI.txt
[2025-12-18T20:32:33.404790] [INFO ] [sig       ] [3084/3568] Completed TBI in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:33.404828] [INFO ] [sig       ] [3085/3568] Forecasting TBIL...
[2025-12-18T20:32:33.404858] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-18T20:32:33.404888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-18T20:32:33.416105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-18T20:32:33.416394] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-18T20:32:33.417200] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-18T20:32:33.417256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:33.417295] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:33.417328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:33.417384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:33.474055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:33.474811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:33.474891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:33.474924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:33.533207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:33.533337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:33.533379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:33.533409] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:33.536696] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=93.24%)
[2025-12-18T20:32:33.536972] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-18T20:32:33.537096] [INFO ] [sig       ] TBIL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:33.678265] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TBIL.txt
[2025-12-18T20:32:33.678398] [INFO ] [sig       ] [3085/3568] Completed TBIL in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:33.678436] [INFO ] [sig       ] [3086/3568] Forecasting TBLA...
[2025-12-18T20:32:33.678467] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-18T20:32:33.678497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-18T20:32:33.690391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-18T20:32:33.690744] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-18T20:32:33.691546] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-18T20:32:33.691614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:33.691646] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:33.691672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:33.691728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:33.747977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:33.748658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:33.748737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:33.748768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:33.868477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:33.868643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:33.868685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:33.868714] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:33.872081] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-18T20:32:33.872350] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-18T20:32:33.872470] [INFO ] [sig       ] TBLA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:34.010629] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TBLA.txt
[2025-12-18T20:32:34.010760] [INFO ] [sig       ] [3086/3568] Completed TBLA in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:34.010805] [INFO ] [sig       ] [3087/3568] Forecasting TBLD...
[2025-12-18T20:32:34.010835] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-18T20:32:34.010866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-18T20:32:34.021701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-18T20:32:34.022004] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-18T20:32:34.022807] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-18T20:32:34.022858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:34.022889] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:34.022915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:34.022970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:34.079032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:34.079738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:34.079815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:34.079847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:34.197416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:34.197583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:34.197625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:34.197653] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:34.200945] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-18T20:32:34.201211] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-18T20:32:34.201333] [INFO ] [sig       ] TBLD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:34.344920] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TBLD.txt
[2025-12-18T20:32:34.345048] [INFO ] [sig       ] [3087/3568] Completed TBLD in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:34.345087] [INFO ] [sig       ] [3088/3568] Forecasting TBPH...
[2025-12-18T20:32:34.345116] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-18T20:32:34.345146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-18T20:32:34.356251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-18T20:32:34.356555] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-18T20:32:34.357332] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-18T20:32:34.357383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:34.357414] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:34.357441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:34.357496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:34.413735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:34.414407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:34.414485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:34.414516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:34.531990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:34.532137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:34.532178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:34.532212] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:34.535483] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-18T20:32:34.535772] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-18T20:32:34.535929] [INFO ] [sig       ] TBPH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:34.678891] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TBPH.txt
[2025-12-18T20:32:34.679064] [INFO ] [sig       ] [3088/3568] Completed TBPH in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:34.679106] [INFO ] [sig       ] [3089/3568] Forecasting TBRG...
[2025-12-18T20:32:34.679136] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-18T20:32:34.679166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-18T20:32:34.690860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-18T20:32:34.691283] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-18T20:32:34.692168] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-18T20:32:34.692224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:34.692257] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:34.692287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:34.692346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:34.750764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:34.751569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:34.751712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:34.751760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:34.870345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:34.870496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:34.870538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:34.870585] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:34.873969] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=63.23%)
[2025-12-18T20:32:34.874248] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-18T20:32:34.874372] [INFO ] [sig       ] TBRG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:35.017707] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TBRG.txt
[2025-12-18T20:32:35.017857] [INFO ] [sig       ] [3089/3568] Completed TBRG in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:35.017897] [INFO ] [sig       ] [3090/3568] Forecasting TCBI...
[2025-12-18T20:32:35.017928] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-18T20:32:35.017957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-18T20:32:35.029358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-18T20:32:35.029697] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-18T20:32:35.030465] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-18T20:32:35.030516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:35.030547] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:35.030592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:35.030654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:35.086971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:35.087668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:35.087744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:35.087776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:35.206941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:35.207088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:35.207146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:35.207175] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:35.210439] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=47.45%)
[2025-12-18T20:32:35.210726] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-18T20:32:35.210846] [INFO ] [sig       ] TCBI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:35.348177] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TCBI.txt
[2025-12-18T20:32:35.348312] [INFO ] [sig       ] [3090/3568] Completed TCBI in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:35.348350] [INFO ] [sig       ] [3091/3568] Forecasting TCBIO...
[2025-12-18T20:32:35.348379] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-18T20:32:35.348406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-18T20:32:35.360427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-18T20:32:35.360748] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-18T20:32:35.361525] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-18T20:32:35.361595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:35.361630] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:35.361656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:35.361714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:35.420680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:35.421352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:35.421433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:35.421465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:35.532767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:35.532922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:35.532963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:35.532991] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:35.536370] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-18T20:32:35.536662] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-18T20:32:35.536787] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:35.677034] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TCBIO.txt
[2025-12-18T20:32:35.677186] [INFO ] [sig       ] [3091/3568] Completed TCBIO in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:35.677227] [INFO ] [sig       ] [3092/3568] Forecasting TCBK...
[2025-12-18T20:32:35.677263] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-18T20:32:35.677292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-18T20:32:35.688407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-18T20:32:35.688724] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-18T20:32:35.689502] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-18T20:32:35.689553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:35.689610] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:35.689638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:35.689694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:35.745046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:35.745938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:35.746023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:35.746054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:35.865912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:35.866090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:35.866135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:35.866164] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:35.869629] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-12-18T20:32:35.869909] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-18T20:32:35.870029] [INFO ] [sig       ] TCBK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:36.006005] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TCBK.txt
[2025-12-18T20:32:36.006128] [INFO ] [sig       ] [3092/3568] Completed TCBK in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:36.006166] [INFO ] [sig       ] [3093/3568] Forecasting TCBX...
[2025-12-18T20:32:36.006195] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-18T20:32:36.006225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-18T20:32:36.017991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-18T20:32:36.018286] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-18T20:32:36.019218] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-18T20:32:36.019268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:36.019298] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:36.019323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:36.019382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:36.076047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:36.076692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:36.076767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:36.076799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:36.195760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:36.195911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:36.195951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:36.195980] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:36.199235] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=52.58%)
[2025-12-18T20:32:36.199502] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-18T20:32:36.199640] [INFO ] [sig       ] TCBX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:36.337015] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TCBX.txt
[2025-12-18T20:32:36.337149] [INFO ] [sig       ] [3093/3568] Completed TCBX in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:36.337188] [INFO ] [sig       ] [3094/3568] Forecasting TCMD...
[2025-12-18T20:32:36.337218] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-18T20:32:36.337247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-18T20:32:36.348731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-18T20:32:36.349042] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-18T20:32:36.349839] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-18T20:32:36.349889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:36.349932] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:36.349960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:36.350016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:36.406174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:36.406856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:36.406935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:36.406967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:36.534045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:36.534220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:36.534262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:36.534290] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:36.537720] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-18T20:32:36.537994] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-18T20:32:36.538122] [INFO ] [sig       ] TCMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:36.679076] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TCMD.txt
[2025-12-18T20:32:36.679207] [INFO ] [sig       ] [3094/3568] Completed TCMD in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:36.679246] [INFO ] [sig       ] [3095/3568] Forecasting TCOM...
[2025-12-18T20:32:36.679275] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-18T20:32:36.679306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-18T20:32:36.690937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-18T20:32:36.691213] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-18T20:32:36.691974] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-18T20:32:36.692025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:36.692055] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:36.692082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:36.692138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:36.748397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:36.749062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:36.749141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:36.749174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:36.868934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:36.869118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:36.869163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:36.869192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:36.872550] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=69.54%)
[2025-12-18T20:32:36.872847] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-18T20:32:36.872975] [INFO ] [sig       ] TCOM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:37.010788] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TCOM.txt
[2025-12-18T20:32:37.010923] [INFO ] [sig       ] [3095/3568] Completed TCOM in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:37.010962] [INFO ] [sig       ] [3096/3568] Forecasting TCPC...
[2025-12-18T20:32:37.010991] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-18T20:32:37.011019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-18T20:32:37.022295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-18T20:32:37.022645] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-18T20:32:37.023386] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-18T20:32:37.023459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:37.023492] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:37.023518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:37.023595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:37.078765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:37.079394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:37.079470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:37.079502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:37.201901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:37.202037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:37.202075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:37.202102] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:37.205670] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-12-18T20:32:37.205943] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-18T20:32:37.206067] [INFO ] [sig       ] TCPC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:37.346435] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TCPC.txt
[2025-12-18T20:32:37.346561] [INFO ] [sig       ] [3096/3568] Completed TCPC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:37.346622] [INFO ] [sig       ] [3097/3568] Forecasting TCX...
[2025-12-18T20:32:37.346653] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-18T20:32:37.346684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-18T20:32:37.358002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-18T20:32:37.358269] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-18T20:32:37.359056] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-18T20:32:37.359107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:37.359137] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:37.359164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:37.359219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:37.414564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:37.415250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:37.415328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:37.415360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:37.525412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:37.525554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:37.525611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:37.525640] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:37.528929] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-18T20:32:37.529215] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-18T20:32:37.529357] [INFO ] [sig       ] TCX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:37.666333] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TCX.txt
[2025-12-18T20:32:37.666459] [INFO ] [sig       ] [3097/3568] Completed TCX in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-18T20:32:37.666496] [INFO ] [sig       ] [3098/3568] Forecasting TD...
[2025-12-18T20:32:37.666532] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-18T20:32:37.666561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-18T20:32:37.677364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-18T20:32:37.677681] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-18T20:32:37.678427] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-18T20:32:37.678478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:37.678509] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:37.678535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:37.678610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:37.734498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:37.735156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:37.735233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:37.735265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:37.855652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:37.855786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:37.855825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:37.855852] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:37.859134] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-18T20:32:37.859411] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-18T20:32:37.859535] [INFO ] [sig       ] TD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:37.996740] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TD.txt
[2025-12-18T20:32:37.996893] [INFO ] [sig       ] [3098/3568] Completed TD in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-18T20:32:37.996933] [INFO ] [sig       ] [3099/3568] Forecasting TDC...
[2025-12-18T20:32:37.996964] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-18T20:32:37.996993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-18T20:32:38.008265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-18T20:32:38.008646] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-18T20:32:38.009452] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-18T20:32:38.009503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:38.009533] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:38.009559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:38.009640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:38.068549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:38.069505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:38.069601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:38.069635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:38.189645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:38.189752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:38.189789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:38.189846] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:38.193001] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-18T20:32:38.193266] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-18T20:32:38.193385] [INFO ] [sig       ] TDC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:38.330812] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TDC.txt
[2025-12-18T20:32:38.330921] [INFO ] [sig       ] [3099/3568] Completed TDC in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-18T20:32:38.330958] [INFO ] [sig       ] [3100/3568] Forecasting TDF...
[2025-12-18T20:32:38.330987] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-18T20:32:38.331016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-18T20:32:38.342091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-18T20:32:38.342354] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-18T20:32:38.343094] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-18T20:32:38.343145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:38.343176] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:38.343201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:38.343256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:38.399226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:38.399860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:38.399954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:38.399985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:38.515375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:38.515528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:38.515584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:38.515615] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:38.518865] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-12-18T20:32:38.519149] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-18T20:32:38.519274] [INFO ] [sig       ] TDF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:38.655845] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TDF.txt
[2025-12-18T20:32:38.655956] [INFO ] [sig       ] [3100/3568] Completed TDF in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-18T20:32:38.655993] [INFO ] [sig       ] [3101/3568] Forecasting TDG...
[2025-12-18T20:32:38.656023] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-18T20:32:38.656051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-18T20:32:38.668237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-18T20:32:38.668541] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-18T20:32:38.669323] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-18T20:32:38.669384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:38.669420] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:38.669450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:38.669511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:38.728215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:38.728856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:38.728932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:38.728964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:38.855825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:38.856005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:38.856048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:38.856107] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:38.859407] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-18T20:32:38.859696] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-18T20:32:38.859819] [INFO ] [sig       ] TDG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:38.998931] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TDG.txt
[2025-12-18T20:32:38.999083] [INFO ] [sig       ] [3101/3568] Completed TDG in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:38.999122] [INFO ] [sig       ] [3102/3568] Forecasting TDS...
[2025-12-18T20:32:38.999151] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-18T20:32:38.999181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-18T20:32:39.011275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-18T20:32:39.011706] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-18T20:32:39.012514] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-18T20:32:39.012567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:39.012617] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:39.012643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:39.012699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:39.071956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:39.072844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:39.072927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:39.072961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:39.192313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:39.192474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:39.192518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:39.192547] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:39.196092] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2025-12-18T20:32:39.196433] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-18T20:32:39.196592] [INFO ] [sig       ] TDS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:39.352524] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TDS.txt
[2025-12-18T20:32:39.352689] [INFO ] [sig       ] [3102/3568] Completed TDS in 0.4s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:39.352729] [INFO ] [sig       ] [3103/3568] Forecasting TDSC...
[2025-12-18T20:32:39.352759] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-18T20:32:39.352787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-18T20:32:39.363320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-18T20:32:39.363650] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-18T20:32:39.364457] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-18T20:32:39.364512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:39.364544] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:39.364590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:39.364652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:39.422618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:39.423447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:39.423532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:39.423563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:39.538864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:39.539036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:39.539094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:39.539124] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:39.542669] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-18T20:32:39.542962] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-18T20:32:39.543095] [INFO ] [sig       ] TDSC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:39.697174] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TDSC.txt
[2025-12-18T20:32:39.697322] [INFO ] [sig       ] [3103/3568] Completed TDSC in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:39.697361] [INFO ] [sig       ] [3104/3568] Forecasting TDUP...
[2025-12-18T20:32:39.697391] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-18T20:32:39.697422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-18T20:32:39.709123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-18T20:32:39.709532] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-18T20:32:39.710437] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-18T20:32:39.710491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:39.710524] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:39.710551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:39.710636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:39.770155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:39.771031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:39.771117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:39.771151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:39.897373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:39.897731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:39.897775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:39.897804] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:39.901811] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-18T20:32:39.902086] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-18T20:32:39.902214] [INFO ] [sig       ] TDUP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:40.049206] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TDUP.txt
[2025-12-18T20:32:40.049370] [INFO ] [sig       ] [3104/3568] Completed TDUP in 0.4s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:40.049410] [INFO ] [sig       ] [3105/3568] Forecasting TDY...
[2025-12-18T20:32:40.049440] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-18T20:32:40.049470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-18T20:32:40.061328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-18T20:32:40.061735] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-18T20:32:40.062551] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-18T20:32:40.062627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:40.062662] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:40.062689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:40.062762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:40.122655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:40.123523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:40.123627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:40.123662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:40.245633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:40.245784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:40.245826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:40.245855] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:40.249177] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-18T20:32:40.249486] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-18T20:32:40.249635] [INFO ] [sig       ] TDY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:40.410498] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TDY.txt
[2025-12-18T20:32:40.410667] [INFO ] [sig       ] [3105/3568] Completed TDY in 0.4s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:40.410707] [INFO ] [sig       ] [3106/3568] Forecasting TEAM...
[2025-12-18T20:32:40.410736] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-18T20:32:40.410768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-18T20:32:40.422488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-18T20:32:40.422832] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-18T20:32:40.423602] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-18T20:32:40.423653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:40.423684] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:40.423711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:40.423767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:40.479812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:40.480687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:40.480801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:40.480834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:40.599729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:40.599887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:40.599929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:40.599958] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:40.603243] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=70.45%)
[2025-12-18T20:32:40.603516] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-18T20:32:40.603658] [INFO ] [sig       ] TEAM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:40.744163] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TEAM.txt
[2025-12-18T20:32:40.744313] [INFO ] [sig       ] [3106/3568] Completed TEAM in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:40.744352] [INFO ] [sig       ] [3107/3568] Forecasting TECH...
[2025-12-18T20:32:40.744386] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-18T20:32:40.744417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-18T20:32:40.756004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-18T20:32:40.756391] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-18T20:32:40.757178] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-18T20:32:40.757244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:40.757276] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:40.757302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:40.757358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:40.813503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:40.814319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:40.814401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:40.814432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:40.933426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:40.933603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:40.933647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:40.933675] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:40.937047] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=84.41%)
[2025-12-18T20:32:40.937384] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-18T20:32:40.937522] [INFO ] [sig       ] TECH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:41.076330] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TECH.txt
[2025-12-18T20:32:41.076485] [INFO ] [sig       ] [3107/3568] Completed TECH in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:41.076524] [INFO ] [sig       ] [3108/3568] Forecasting TECK...
[2025-12-18T20:32:41.076553] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-18T20:32:41.076603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-18T20:32:41.088393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-18T20:32:41.088707] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-18T20:32:41.089526] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-18T20:32:41.089598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:41.089633] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:41.089659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:41.089715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:41.148203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:41.149083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:41.149173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:41.149205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:41.270975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:41.271134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:41.271176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:41.271205] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:41.274628] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-18T20:32:41.274907] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-18T20:32:41.275031] [INFO ] [sig       ] TECK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:41.426895] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TECK.txt
[2025-12-18T20:32:41.427048] [INFO ] [sig       ] [3108/3568] Completed TECK in 0.4s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:41.427087] [INFO ] [sig       ] [3109/3568] Forecasting TECX...
[2025-12-18T20:32:41.427116] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-18T20:32:41.427147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-18T20:32:41.438630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-18T20:32:41.438893] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-18T20:32:41.439688] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-18T20:32:41.439739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:41.439771] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:41.439798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:41.439854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:41.500484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:41.501561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:41.501668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:41.501701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:41.618034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:41.618190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:41.618231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:41.618259] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:41.624502] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-12-18T20:32:41.624829] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-18T20:32:41.624965] [INFO ] [sig       ] TECX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:41.763792] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TECX.txt
[2025-12-18T20:32:41.763996] [INFO ] [sig       ] [3109/3568] Completed TECX in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:41.764046] [INFO ] [sig       ] [3110/3568] Forecasting TEF...
[2025-12-18T20:32:41.764077] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-18T20:32:41.764107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-18T20:32:41.775982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-18T20:32:41.776281] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-18T20:32:41.777066] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-18T20:32:41.777117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:41.777148] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:41.777174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:41.777230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:41.834001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:41.834625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:41.834702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:41.834732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:41.951133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:41.951274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:41.951313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:41.951341] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:41.954590] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-12-18T20:32:41.954858] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-18T20:32:41.954980] [INFO ] [sig       ] TEF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:42.093375] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TEF.txt
[2025-12-18T20:32:42.093508] [INFO ] [sig       ] [3110/3568] Completed TEF in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:42.093546] [INFO ] [sig       ] [3111/3568] Forecasting TEI...
[2025-12-18T20:32:42.093780] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-18T20:32:42.093812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-18T20:32:42.105284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-18T20:32:42.105553] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-18T20:32:42.106364] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-18T20:32:42.106419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:42.106449] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:42.106476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:42.106530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:42.162201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:42.162810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:42.162886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:42.162917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:42.280023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:42.280143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:42.280182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:42.280210] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:42.283503] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=67.81%)
[2025-12-18T20:32:42.283784] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-18T20:32:42.283903] [INFO ] [sig       ] TEI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:42.423662] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TEI.txt
[2025-12-18T20:32:42.423816] [INFO ] [sig       ] [3111/3568] Completed TEI in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:42.423855] [INFO ] [sig       ] [3112/3568] Forecasting TELO...
[2025-12-18T20:32:42.423884] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-18T20:32:42.423914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-18T20:32:42.435616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-18T20:32:42.436011] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-18T20:32:42.436873] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-18T20:32:42.436926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:42.436958] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:42.436985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:42.437041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:42.493753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:42.494354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:42.494435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:42.494466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:42.606986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:42.607093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:42.607128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:42.607157] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:42.610281] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-18T20:32:42.610563] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-18T20:32:42.610701] [INFO ] [sig       ] TELO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:42.747094] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TELO.txt
[2025-12-18T20:32:42.747219] [INFO ] [sig       ] [3112/3568] Completed TELO in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:42.747257] [INFO ] [sig       ] [3113/3568] Forecasting TEM...
[2025-12-18T20:32:42.747285] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-18T20:32:42.747313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-18T20:32:42.758466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-18T20:32:42.758777] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-18T20:32:42.759634] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-18T20:32:42.759685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:42.759743] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:42.759771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:42.759840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:42.818589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:42.819221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:42.819303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:42.819336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:42.941397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:42.941516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:42.941554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:42.941600] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:42.944726] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=45.39%)
[2025-12-18T20:32:42.944990] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-18T20:32:42.945110] [INFO ] [sig       ] TEM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:43.082005] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TEM.txt
[2025-12-18T20:32:43.082119] [INFO ] [sig       ] [3113/3568] Completed TEM in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:43.082157] [INFO ] [sig       ] [3114/3568] Forecasting TENB...
[2025-12-18T20:32:43.082185] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-18T20:32:43.082215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-18T20:32:43.092872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-18T20:32:43.093169] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-18T20:32:43.093995] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-18T20:32:43.094047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:43.094078] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:43.094104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:43.094161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:43.154915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:43.155545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:43.155643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:43.155676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:43.271197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:43.271337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:43.271375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:43.271403] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:43.274500] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-12-18T20:32:43.274776] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-18T20:32:43.274895] [INFO ] [sig       ] TENB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:43.410735] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TENB.txt
[2025-12-18T20:32:43.410842] [INFO ] [sig       ] [3114/3568] Completed TENB in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:43.410879] [INFO ] [sig       ] [3115/3568] Forecasting TENX...
[2025-12-18T20:32:43.410908] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-18T20:32:43.410937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-18T20:32:43.421603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-18T20:32:43.421863] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-18T20:32:43.422644] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-18T20:32:43.422699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:43.422731] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:43.422758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:43.422813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:43.478588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:43.479447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:43.479528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:43.479560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:43.587985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:43.588137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:43.588177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:43.588205] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:43.591477] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=82.47%)
[2025-12-18T20:32:43.591762] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-18T20:32:43.591884] [INFO ] [sig       ] TENX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:43.732908] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TENX.txt
[2025-12-18T20:32:43.733046] [INFO ] [sig       ] [3115/3568] Completed TENX in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-18T20:32:43.733085] [INFO ] [sig       ] [3116/3568] Forecasting TEO...
[2025-12-18T20:32:43.733112] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-18T20:32:43.733142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-18T20:32:43.744618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-18T20:32:43.744898] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-18T20:32:43.745682] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-18T20:32:43.745928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:43.745958] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:43.745983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:43.746043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:43.802829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:43.803428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:43.803504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:43.803536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:43.931013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:43.931192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:43.931241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:43.931309] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:43.935113] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-18T20:32:43.935408] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-18T20:32:43.935544] [INFO ] [sig       ] TEO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:44.077362] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TEO.txt
[2025-12-18T20:32:44.077509] [INFO ] [sig       ] [3116/3568] Completed TEO in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-18T20:32:44.077546] [INFO ] [sig       ] [3117/3568] Forecasting TERN...
[2025-12-18T20:32:44.077590] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-18T20:32:44.077621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-18T20:32:44.088859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-18T20:32:44.089220] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-18T20:32:44.090070] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-18T20:32:44.090124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:44.090156] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:44.090182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:44.090238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:44.147032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:44.147703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:44.147783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:44.147816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:44.269980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:44.270134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:44.270179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:44.270208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:44.273803] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-12-18T20:32:44.274114] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-18T20:32:44.274251] [INFO ] [sig       ] TERN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:44.413025] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TERN.txt
[2025-12-18T20:32:44.413151] [INFO ] [sig       ] [3117/3568] Completed TERN in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-18T20:32:44.413190] [INFO ] [sig       ] [3118/3568] Forecasting TEVA...
[2025-12-18T20:32:44.413218] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-18T20:32:44.413247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-18T20:32:44.424764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-18T20:32:44.425045] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-18T20:32:44.425835] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-18T20:32:44.425888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:44.425930] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:44.425960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:44.426017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:44.483433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:44.484060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:44.484139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:44.484172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:44.620609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:44.620773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:44.620816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:44.620845] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:44.624214] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-12-18T20:32:44.624493] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-18T20:32:44.624640] [INFO ] [sig       ] TEVA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:44.765561] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TEVA.txt
[2025-12-18T20:32:44.765742] [INFO ] [sig       ] [3118/3568] Completed TEVA in 0.4s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:44.765783] [INFO ] [sig       ] [3119/3568] Forecasting TEX...
[2025-12-18T20:32:44.765813] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-18T20:32:44.765844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-18T20:32:44.777891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-18T20:32:44.778215] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-18T20:32:44.779059] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-18T20:32:44.779111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:44.779141] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:44.779167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:44.779222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:44.839835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:44.840674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:44.840757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:44.840791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:44.966704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:44.966863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:44.966905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:44.966934] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:44.970355] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-18T20:32:44.970656] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-18T20:32:44.970784] [INFO ] [sig       ] TEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:45.112689] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TEX.txt
[2025-12-18T20:32:45.112835] [INFO ] [sig       ] [3119/3568] Completed TEX in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:45.112874] [INFO ] [sig       ] [3120/3568] Forecasting TFC...
[2025-12-18T20:32:45.112903] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-18T20:32:45.112935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-18T20:32:45.125226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-18T20:32:45.125595] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-18T20:32:45.126387] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-18T20:32:45.126438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:45.126470] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:45.126500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:45.126556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:45.185134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:45.186052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:45.186132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:45.186163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:45.312075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:45.312232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:45.312275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:45.312304] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:45.315567] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-18T20:32:45.315848] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-18T20:32:45.315970] [INFO ] [sig       ] TFC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:45.454871] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TFC.txt
[2025-12-18T20:32:45.454981] [INFO ] [sig       ] [3120/3568] Completed TFC in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:45.455018] [INFO ] [sig       ] [3121/3568] Forecasting TFII...
[2025-12-18T20:32:45.455046] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-18T20:32:45.455076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-18T20:32:45.466704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-18T20:32:45.466986] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-18T20:32:45.467783] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-18T20:32:45.467834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:45.467867] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:45.467894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:45.467951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:45.524378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:45.525005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:45.525085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:45.525118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:45.640883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:45.641000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:45.641040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:45.641070] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:45.644346] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-18T20:32:45.644640] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-18T20:32:45.644767] [INFO ] [sig       ] TFII: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:45.799726] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TFII.txt
[2025-12-18T20:32:45.799880] [INFO ] [sig       ] [3121/3568] Completed TFII in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:45.799926] [INFO ] [sig       ] [3122/3568] Forecasting TFIN...
[2025-12-18T20:32:45.799956] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-18T20:32:45.799986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-18T20:32:45.811939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-18T20:32:45.812316] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-18T20:32:45.813107] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-18T20:32:45.813158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:45.813189] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:45.813215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:45.813271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:45.871396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:45.872034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:45.872112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:45.872143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:45.986718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:45.986833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:45.986869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:45.986897] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:45.990038] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=54.44%)
[2025-12-18T20:32:45.990300] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-18T20:32:45.990420] [INFO ] [sig       ] TFIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:46.127548] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TFIN.txt
[2025-12-18T20:32:46.127705] [INFO ] [sig       ] [3122/3568] Completed TFIN in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:46.127744] [INFO ] [sig       ] [3123/3568] Forecasting TFPM...
[2025-12-18T20:32:46.127771] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-18T20:32:46.127800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-18T20:32:46.139613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-18T20:32:46.139877] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-18T20:32:46.140642] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-18T20:32:46.140692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:46.140723] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:46.140751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:46.140806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:46.197955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:46.198546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:46.198664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:46.198697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:46.324306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:46.324458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:46.324500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:46.324528] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:46.328014] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-12-18T20:32:46.328285] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-18T20:32:46.328428] [INFO ] [sig       ] TFPM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:46.467801] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TFPM.txt
[2025-12-18T20:32:46.467943] [INFO ] [sig       ] [3123/3568] Completed TFPM in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:46.467981] [INFO ] [sig       ] [3124/3568] Forecasting TFSL...
[2025-12-18T20:32:46.468010] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-18T20:32:46.468041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-18T20:32:46.479355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-18T20:32:46.479661] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-18T20:32:46.480407] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-18T20:32:46.480457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:46.480488] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:46.480514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:46.480591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:46.536969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:46.538038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:46.538118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:46.538150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:46.655723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:46.655876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:46.655918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:46.655946] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:46.659328] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-18T20:32:46.659620] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-18T20:32:46.659743] [INFO ] [sig       ] TFSL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:46.814385] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TFSL.txt
[2025-12-18T20:32:46.814536] [INFO ] [sig       ] [3124/3568] Completed TFSL in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:46.814596] [INFO ] [sig       ] [3125/3568] Forecasting TG...
[2025-12-18T20:32:46.814630] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-18T20:32:46.814660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-18T20:32:46.826753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-18T20:32:46.827125] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-18T20:32:46.827968] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-18T20:32:46.828022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:46.828054] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:46.828082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:46.828140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:46.888274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:46.889180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:46.889264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:46.889297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:47.009836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:47.009998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:47.010041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:47.010089] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:47.013427] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=59.02%)
[2025-12-18T20:32:47.013915] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-18T20:32:47.014042] [INFO ] [sig       ] TG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:47.159647] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TG.txt
[2025-12-18T20:32:47.159796] [INFO ] [sig       ] [3125/3568] Completed TG in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:47.159990] [INFO ] [sig       ] [3126/3568] Forecasting TGLS...
[2025-12-18T20:32:47.160022] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-18T20:32:47.160052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-18T20:32:47.174698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-18T20:32:47.175049] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-18T20:32:47.175914] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-18T20:32:47.175978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:47.176014] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:47.176042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:47.176103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:47.239273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:47.240409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:47.240515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:47.240550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:47.362780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:47.362943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:47.362988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:47.363016] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:47.366379] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-18T20:32:47.366695] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-18T20:32:47.366832] [INFO ] [sig       ] TGLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:47.513254] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TGLS.txt
[2025-12-18T20:32:47.513436] [INFO ] [sig       ] [3126/3568] Completed TGLS in 0.4s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:47.513475] [INFO ] [sig       ] [3127/3568] Forecasting TGNA...
[2025-12-18T20:32:47.513504] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-18T20:32:47.513535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-18T20:32:47.525510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-18T20:32:47.525908] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-18T20:32:47.526727] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-18T20:32:47.526780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:47.526812] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:47.526839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:47.526895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:47.588338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:47.589470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:47.589607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:47.589652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:47.710666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:47.710822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:47.710866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:47.710895] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:47.714488] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=68.67%)
[2025-12-18T20:32:47.714966] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-18T20:32:47.715095] [INFO ] [sig       ] TGNA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:47.858614] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TGNA.txt
[2025-12-18T20:32:47.858770] [INFO ] [sig       ] [3127/3568] Completed TGNA in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:47.858810] [INFO ] [sig       ] [3128/3568] Forecasting TGS...
[2025-12-18T20:32:47.858841] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-18T20:32:47.858870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-18T20:32:47.870342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-18T20:32:47.870736] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-18T20:32:47.871490] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-18T20:32:47.871542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:47.871595] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:47.871626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:47.871698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:47.932543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:47.933388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:47.933471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:47.933505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:48.049898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:48.050054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:48.050094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:48.050123] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:48.053597] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-12-18T20:32:48.053930] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-18T20:32:48.054067] [INFO ] [sig       ] TGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:48.195773] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TGS.txt
[2025-12-18T20:32:48.195930] [INFO ] [sig       ] [3128/3568] Completed TGS in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:48.195972] [INFO ] [sig       ] [3129/3568] Forecasting TGTX...
[2025-12-18T20:32:48.196006] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-18T20:32:48.196037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-18T20:32:48.208702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-18T20:32:48.209124] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-18T20:32:48.209944] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-18T20:32:48.209997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:48.210030] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:48.210071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:48.210129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:48.265765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:48.266655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:48.266737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:48.266770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:48.386392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:48.386547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:48.386606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:48.386637] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:48.389960] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2025-12-18T20:32:48.390243] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-18T20:32:48.390368] [INFO ] [sig       ] TGTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:48.528303] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TGTX.txt
[2025-12-18T20:32:48.528459] [INFO ] [sig       ] [3129/3568] Completed TGTX in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:48.528499] [INFO ] [sig       ] [3130/3568] Forecasting TH...
[2025-12-18T20:32:48.528530] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-18T20:32:48.528561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-18T20:32:48.539980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-18T20:32:48.540312] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-18T20:32:48.541094] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-18T20:32:48.541146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:48.541204] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:48.541233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:48.541289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:48.598870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:48.599797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:48.599884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:48.599918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:48.724270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:48.724425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:48.724468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:48.724498] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:48.727920] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-18T20:32:48.728195] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-18T20:32:48.728322] [INFO ] [sig       ] TH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:48.868945] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TH.txt
[2025-12-18T20:32:48.869129] [INFO ] [sig       ] [3130/3568] Completed TH in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:48.869170] [INFO ] [sig       ] [3131/3568] Forecasting THC...
[2025-12-18T20:32:48.869201] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-18T20:32:48.869232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-18T20:32:48.881792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-18T20:32:48.882185] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-18T20:32:48.883017] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-18T20:32:48.883070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:48.883103] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:48.883131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:48.883188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:48.943394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:48.944292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:48.944383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:48.944417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:49.066674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:49.066832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:49.066873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:49.066903] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:49.070343] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-12-18T20:32:49.070691] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-18T20:32:49.070826] [INFO ] [sig       ] THC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:49.213960] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/THC.txt
[2025-12-18T20:32:49.214111] [INFO ] [sig       ] [3131/3568] Completed THC in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:49.214150] [INFO ] [sig       ] [3132/3568] Forecasting THFF...
[2025-12-18T20:32:49.214179] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-18T20:32:49.214210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-18T20:32:49.225603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-18T20:32:49.225980] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-18T20:32:49.226755] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-18T20:32:49.226806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:49.226837] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:49.226863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:49.226919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:49.283038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:49.283873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:49.283953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:49.283992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:49.406478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:49.406656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:49.406700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:49.406729] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:49.410088] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-12-18T20:32:49.410392] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-18T20:32:49.410522] [INFO ] [sig       ] THFF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:49.550151] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/THFF.txt
[2025-12-18T20:32:49.550301] [INFO ] [sig       ] [3132/3568] Completed THFF in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-18T20:32:49.550340] [INFO ] [sig       ] [3133/3568] Forecasting THG...
[2025-12-18T20:32:49.550370] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-18T20:32:49.550407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-18T20:32:49.561999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-18T20:32:49.562291] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-18T20:32:49.563071] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-18T20:32:49.563121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:49.563152] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:49.563178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:49.563233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:49.619278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:49.620123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:49.620205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:49.620238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:49.740326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:49.740480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:49.740523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:49.740615] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:49.744008] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-12-18T20:32:49.744292] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-18T20:32:49.744417] [INFO ] [sig       ] THG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:49.884731] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/THG.txt
[2025-12-18T20:32:49.884883] [INFO ] [sig       ] [3133/3568] Completed THG in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-18T20:32:49.884923] [INFO ] [sig       ] [3134/3568] Forecasting THO...
[2025-12-18T20:32:49.884954] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-18T20:32:49.884985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-18T20:32:49.896680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-18T20:32:49.897052] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-18T20:32:49.897827] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-18T20:32:49.897878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:49.897909] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:49.897935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:49.897991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:49.955756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:49.956644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:49.956735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:49.956769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:50.078632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:50.078761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:50.078803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:50.078831] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:50.082152] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-12-18T20:32:50.082422] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-18T20:32:50.082545] [INFO ] [sig       ] THO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:50.220820] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/THO.txt
[2025-12-18T20:32:50.220975] [INFO ] [sig       ] [3134/3568] Completed THO in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-18T20:32:50.221014] [INFO ] [sig       ] [3135/3568] Forecasting THQ...
[2025-12-18T20:32:50.221044] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-18T20:32:50.221073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-18T20:32:50.232784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-18T20:32:50.233069] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-18T20:32:50.233825] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-18T20:32:50.233876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:50.233907] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:50.233933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:50.233990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:50.290164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:50.290773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:50.290850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:50.290881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:50.409004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:50.409154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:50.409195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:50.409223] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:50.412479] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-12-18T20:32:50.412761] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-18T20:32:50.412881] [INFO ] [sig       ] THQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:50.549680] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/THQ.txt
[2025-12-18T20:32:50.549806] [INFO ] [sig       ] [3135/3568] Completed THQ in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-18T20:32:50.549844] [INFO ] [sig       ] [3136/3568] Forecasting THRM...
[2025-12-18T20:32:50.549874] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-18T20:32:50.549903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-18T20:32:50.561246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-18T20:32:50.561525] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-18T20:32:50.562284] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-18T20:32:50.562335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:50.562366] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:50.562392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:50.562447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:50.621612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:50.622246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:50.622322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:50.622354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:50.742616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:50.742739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:50.742776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:50.742804] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:50.745987] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-18T20:32:50.746251] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-18T20:32:50.746373] [INFO ] [sig       ] THRM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:50.883063] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/THRM.txt
[2025-12-18T20:32:50.883178] [INFO ] [sig       ] [3136/3568] Completed THRM in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:50.883215] [INFO ] [sig       ] [3137/3568] Forecasting THRY...
[2025-12-18T20:32:50.883245] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-18T20:32:50.883273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-18T20:32:50.894370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-18T20:32:50.894670] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-18T20:32:50.895419] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-18T20:32:50.895470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:50.895502] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:50.895528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:50.895610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:50.951382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:50.951986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:50.952063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:50.952095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:51.072087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:51.072211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:51.072248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:51.072276] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:51.075459] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-18T20:32:51.075746] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-18T20:32:51.075867] [INFO ] [sig       ] THRY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:51.213817] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/THRY.txt
[2025-12-18T20:32:51.213977] [INFO ] [sig       ] [3137/3568] Completed THRY in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:51.214015] [INFO ] [sig       ] [3138/3568] Forecasting THS...
[2025-12-18T20:32:51.214044] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-18T20:32:51.214075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-18T20:32:51.225407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-18T20:32:51.225782] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-18T20:32:51.226546] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-18T20:32:51.226621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:51.226653] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:51.226680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:51.226736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:51.282472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:51.283396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:51.283481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:51.283513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:51.405003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:51.405158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:51.405200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:51.405228] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:51.408518] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2025-12-18T20:32:51.408804] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-18T20:32:51.408926] [INFO ] [sig       ] THS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:51.543780] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/THS.txt
[2025-12-18T20:32:51.543910] [INFO ] [sig       ] [3138/3568] Completed THS in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:51.543947] [INFO ] [sig       ] [3139/3568] Forecasting TIGO...
[2025-12-18T20:32:51.543976] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-18T20:32:51.544005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-18T20:32:51.556749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-18T20:32:51.557186] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-18T20:32:51.558002] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-18T20:32:51.558053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:51.558084] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:51.558110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:51.558167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:51.617709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:51.618857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:51.618941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:51.618973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:51.737460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:51.737650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:51.737695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:51.737722] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:51.741477] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=39.91%)
[2025-12-18T20:32:51.741812] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-18T20:32:51.741953] [INFO ] [sig       ] TIGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:51.888281] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TIGO.txt
[2025-12-18T20:32:51.888434] [INFO ] [sig       ] [3139/3568] Completed TIGO in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:51.888473] [INFO ] [sig       ] [3140/3568] Forecasting TIL...
[2025-12-18T20:32:51.888504] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-18T20:32:51.888533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-18T20:32:51.900674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-18T20:32:51.901019] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-18T20:32:51.901840] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-18T20:32:51.901892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:51.901925] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:51.901951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:51.902008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:51.957505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:51.958176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:51.958283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:51.958315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:52.077635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:52.077789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:52.077829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:52.077858] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:52.081194] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-12-18T20:32:52.081470] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-18T20:32:52.081610] [INFO ] [sig       ] TIL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:52.235551] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TIL.txt
[2025-12-18T20:32:52.235694] [INFO ] [sig       ] [3140/3568] Completed TIL in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:52.235733] [INFO ] [sig       ] [3141/3568] Forecasting TILE...
[2025-12-18T20:32:52.235763] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-18T20:32:52.235792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-18T20:32:52.247042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-18T20:32:52.247320] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-18T20:32:52.248175] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-18T20:32:52.248229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:52.248261] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:52.248288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:52.248346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:52.306263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:52.306916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:52.306994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:52.307028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:52.432669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:52.432821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:52.432860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:52.432888] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:52.436069] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=68.87%)
[2025-12-18T20:32:52.436335] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-18T20:32:52.436457] [INFO ] [sig       ] TILE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:52.573431] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TILE.txt
[2025-12-18T20:32:52.573543] [INFO ] [sig       ] [3141/3568] Completed TILE in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:52.573596] [INFO ] [sig       ] [3142/3568] Forecasting TIMB...
[2025-12-18T20:32:52.573626] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-18T20:32:52.573655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-18T20:32:52.586517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-18T20:32:52.586914] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-18T20:32:52.587808] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-18T20:32:52.587887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:52.587924] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:52.587954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:52.588027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:52.647554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:52.648431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:52.648512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:52.648543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:52.766189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:52.766344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:52.766384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:52.766413] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:52.769769] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-12-18T20:32:52.770046] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-18T20:32:52.770175] [INFO ] [sig       ] TIMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:52.908233] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TIMB.txt
[2025-12-18T20:32:52.908384] [INFO ] [sig       ] [3142/3568] Completed TIMB in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:52.908423] [INFO ] [sig       ] [3143/3568] Forecasting TITN...
[2025-12-18T20:32:52.908452] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-18T20:32:52.908481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-18T20:32:52.919977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-18T20:32:52.920309] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-18T20:32:52.921100] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-18T20:32:52.921150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:52.921182] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:52.921208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:52.921264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:52.976484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:52.977367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:52.977448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:52.977480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:53.095398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:53.095555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:53.095616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:53.095649] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:53.098938] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-18T20:32:53.099222] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-18T20:32:53.099344] [INFO ] [sig       ] TITN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:53.293430] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TITN.txt
[2025-12-18T20:32:53.293649] [INFO ] [sig       ] [3143/3568] Completed TITN in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:53.293690] [INFO ] [sig       ] [3144/3568] Forecasting TJX...
[2025-12-18T20:32:53.293720] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-18T20:32:53.293751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-18T20:32:53.305139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-18T20:32:53.305469] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-18T20:32:53.306274] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-18T20:32:53.306326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:53.306357] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:53.306384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:53.306441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:53.362082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:53.362915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:53.362992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:53.363024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:53.484926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:53.485079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:53.485122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:53.485151] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:53.488679] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-18T20:32:53.488957] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-18T20:32:53.489120] [INFO ] [sig       ] TJX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:53.628026] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TJX.txt
[2025-12-18T20:32:53.628156] [INFO ] [sig       ] [3144/3568] Completed TJX in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:53.628194] [INFO ] [sig       ] [3145/3568] Forecasting TK...
[2025-12-18T20:32:53.628224] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-18T20:32:53.628254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-18T20:32:53.639234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-18T20:32:53.639510] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-18T20:32:53.640268] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-18T20:32:53.640319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:53.640350] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:53.640377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:53.640432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:53.696701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:53.697310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:53.697385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:53.697416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:53.818421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:53.818537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:53.818592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:53.818622] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:53.821797] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=36.88%)
[2025-12-18T20:32:53.822067] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-18T20:32:53.822191] [INFO ] [sig       ] TK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:53.959005] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TK.txt
[2025-12-18T20:32:53.959117] [INFO ] [sig       ] [3145/3568] Completed TK in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:53.959161] [INFO ] [sig       ] [3146/3568] Forecasting TKC...
[2025-12-18T20:32:53.959190] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-18T20:32:53.959220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-18T20:32:53.970204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-18T20:32:53.970478] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-18T20:32:53.971245] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-18T20:32:53.971296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:53.971327] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:53.971353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:53.971409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:54.026707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:54.027301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:54.027379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:54.027410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:54.145441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:54.145560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:54.145616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:54.145645] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:54.148808] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2025-12-18T20:32:54.149093] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-18T20:32:54.149213] [INFO ] [sig       ] TKC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:54.289325] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TKC.txt
[2025-12-18T20:32:54.289451] [INFO ] [sig       ] [3146/3568] Completed TKC in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:54.289500] [INFO ] [sig       ] [3147/3568] Forecasting TKNO...
[2025-12-18T20:32:54.289530] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-18T20:32:54.289559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-18T20:32:54.301876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-18T20:32:54.302273] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-18T20:32:54.303106] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-18T20:32:54.303157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:54.303216] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:54.303243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:54.303299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:54.359560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:54.360520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:54.360627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:54.360663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:54.477929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:54.478098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:54.478140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:54.478167] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:54.481659] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-12-18T20:32:54.481943] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-18T20:32:54.482100] [INFO ] [sig       ] TKNO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:54.632337] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TKNO.txt
[2025-12-18T20:32:54.632489] [INFO ] [sig       ] [3147/3568] Completed TKNO in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:54.632530] [INFO ] [sig       ] [3148/3568] Forecasting TKO...
[2025-12-18T20:32:54.632561] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-18T20:32:54.632609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-18T20:32:54.644401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-18T20:32:54.644700] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-18T20:32:54.645473] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-18T20:32:54.645523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:54.645553] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:54.645598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:54.645655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:54.701416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:54.702032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:54.702110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:54.702142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:54.820105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:54.820252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:54.820294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:54.820323] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:54.823619] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-18T20:32:54.823894] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-18T20:32:54.824014] [INFO ] [sig       ] TKO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:54.961638] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TKO.txt
[2025-12-18T20:32:54.961769] [INFO ] [sig       ] [3148/3568] Completed TKO in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:54.961808] [INFO ] [sig       ] [3149/3568] Forecasting TLK...
[2025-12-18T20:32:54.961838] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-18T20:32:54.961867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-18T20:32:54.974673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-18T20:32:54.974948] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-18T20:32:54.975720] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-18T20:32:54.975772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:54.975805] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:54.975832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:54.975888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:55.032087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:55.032730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:55.032809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:55.032841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:55.157274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:55.157412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:55.157468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:55.157497] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:55.160855] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-18T20:32:55.161131] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-18T20:32:55.161256] [INFO ] [sig       ] TLK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:55.299790] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TLK.txt
[2025-12-18T20:32:55.299920] [INFO ] [sig       ] [3149/3568] Completed TLK in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:55.299957] [INFO ] [sig       ] [3150/3568] Forecasting TLS...
[2025-12-18T20:32:55.299987] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-18T20:32:55.300016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-18T20:32:55.315731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-18T20:32:55.316235] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-18T20:32:55.317277] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-18T20:32:55.317342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:55.317383] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:55.317417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:55.317498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:55.388839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:55.389835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:55.389930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:55.389964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:55.510748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:55.510904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:55.510947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:55.511002] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:55.514320] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-18T20:32:55.514606] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-18T20:32:55.514734] [INFO ] [sig       ] TLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:55.651433] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TLS.txt
[2025-12-18T20:32:55.651595] [INFO ] [sig       ] [3150/3568] Completed TLS in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-18T20:32:55.651637] [INFO ] [sig       ] [3151/3568] Forecasting TLSA...
[2025-12-18T20:32:55.651667] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-18T20:32:55.651696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-18T20:32:55.663361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-18T20:32:55.663699] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-18T20:32:55.664454] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-18T20:32:55.664505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:55.664536] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:55.664561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:55.664642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:55.720148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:55.720784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:55.720874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:55.720906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:55.845047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:55.845199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:55.845240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:55.845269] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:55.848565] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=28.93%)
[2025-12-18T20:32:55.848851] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-18T20:32:55.848971] [INFO ] [sig       ] TLSA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:55.986861] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TLSA.txt
[2025-12-18T20:32:55.986999] [INFO ] [sig       ] [3151/3568] Completed TLSA in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-18T20:32:55.987036] [INFO ] [sig       ] [3152/3568] Forecasting TLSI...
[2025-12-18T20:32:55.987064] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-18T20:32:55.987094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-18T20:32:55.998962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-18T20:32:55.999282] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-18T20:32:56.000081] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-18T20:32:56.000132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:56.000349] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:56.000376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:56.000433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:56.058272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:56.058925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:56.059022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:56.059074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:56.174262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:56.174408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:56.174448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:56.174477] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:56.177937] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-18T20:32:56.178204] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-18T20:32:56.178324] [INFO ] [sig       ] TLSI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:56.317024] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TLSI.txt
[2025-12-18T20:32:56.317152] [INFO ] [sig       ] [3152/3568] Completed TLSI in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-18T20:32:56.317190] [INFO ] [sig       ] [3153/3568] Forecasting TLYS...
[2025-12-18T20:32:56.317220] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-18T20:32:56.317250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-18T20:32:56.329531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-18T20:32:56.329948] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-18T20:32:56.330787] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-18T20:32:56.330839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:56.330885] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:56.330912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:56.330967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:56.386962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:56.387806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:56.387888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:56.387922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:56.505455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:56.505628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:56.505670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:56.505698] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:56.509034] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-12-18T20:32:56.509329] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-18T20:32:56.509460] [INFO ] [sig       ] TLYS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:56.652182] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TLYS.txt
[2025-12-18T20:32:56.652349] [INFO ] [sig       ] [3153/3568] Completed TLYS in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-18T20:32:56.652390] [INFO ] [sig       ] [3154/3568] Forecasting TM...
[2025-12-18T20:32:56.652419] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-18T20:32:56.652450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-18T20:32:56.664119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-18T20:32:56.664398] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-18T20:32:56.665180] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-18T20:32:56.665231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:56.665262] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:56.665289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:56.665345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:56.722273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:56.723165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:56.723245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:56.723277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:56.844952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:56.845108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:56.845150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:56.845179] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:56.848526] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-18T20:32:56.848823] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-18T20:32:56.848950] [INFO ] [sig       ] TM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:56.988792] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TM.txt
[2025-12-18T20:32:56.988935] [INFO ] [sig       ] [3154/3568] Completed TM in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:32:56.988975] [INFO ] [sig       ] [3155/3568] Forecasting TMC...
[2025-12-18T20:32:56.989023] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-18T20:32:56.989057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-18T20:32:57.000965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-18T20:32:57.001325] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-18T20:32:57.002174] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-18T20:32:57.002226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:57.002259] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:57.002286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:57.002344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:57.060657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:57.061290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:57.061371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:57.061402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:57.179304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:57.179432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:57.179471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:57.179498] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:57.182724] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-18T20:32:57.182991] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-18T20:32:57.183112] [INFO ] [sig       ] TMC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:57.324292] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TMC.txt
[2025-12-18T20:32:57.324440] [INFO ] [sig       ] [3155/3568] Completed TMC in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:32:57.324481] [INFO ] [sig       ] [3156/3568] Forecasting TMCI...
[2025-12-18T20:32:57.324510] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-18T20:32:57.324540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-18T20:32:57.336215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-18T20:32:57.336499] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-18T20:32:57.337335] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-18T20:32:57.337388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:57.337419] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:57.337446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:57.337503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:57.395593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:57.396228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:57.396308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:57.396342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:57.517319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:57.517448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:57.517487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:57.517516] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:57.520969] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=11.71%)
[2025-12-18T20:32:57.521265] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-18T20:32:57.521395] [INFO ] [sig       ] TMCI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:57.665702] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TMCI.txt
[2025-12-18T20:32:57.665861] [INFO ] [sig       ] [3156/3568] Completed TMCI in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:32:57.665900] [INFO ] [sig       ] [3157/3568] Forecasting TMDX...
[2025-12-18T20:32:57.665946] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-18T20:32:57.665980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-18T20:32:57.678158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-18T20:32:57.678516] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-18T20:32:57.679407] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-18T20:32:57.679459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:57.679490] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:57.679517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:57.679602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:57.737004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:57.737998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:57.738164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:57.738213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:57.883597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:57.883785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:57.883846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:57.883886] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:57.887688] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-18T20:32:57.888043] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-18T20:32:57.888187] [INFO ] [sig       ] TMDX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:58.100415] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TMDX.txt
[2025-12-18T20:32:58.100678] [INFO ] [sig       ] [3157/3568] Completed TMDX in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:32:58.100757] [INFO ] [sig       ] [3158/3568] Forecasting TME...
[2025-12-18T20:32:58.100814] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-18T20:32:58.100866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-18T20:32:58.118162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-18T20:32:58.119369] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-18T20:32:58.120358] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-18T20:32:58.120413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:58.120447] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:58.120474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:58.120533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:58.203806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:58.205060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:58.205190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:58.205247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:58.376634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:58.376833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:58.376918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:58.376969] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:58.382496] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=57.37%)
[2025-12-18T20:32:58.383053] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-18T20:32:58.383276] [INFO ] [sig       ] TME: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:58.586923] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TME.txt
[2025-12-18T20:32:58.587151] [INFO ] [sig       ] [3158/3568] Completed TME in 0.5s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:32:58.587221] [INFO ] [sig       ] [3159/3568] Forecasting TMHC...
[2025-12-18T20:32:58.587273] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-18T20:32:58.587326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-18T20:32:58.605400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-18T20:32:58.607310] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-18T20:32:58.608836] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-18T20:32:58.608925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:58.608977] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:58.609286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:58.609388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:58.685917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:58.686933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:58.687039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:58.687074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:58.829846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:58.829980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:58.830024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:58.830054] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:58.834263] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-18T20:32:58.834760] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-18T20:32:58.834973] [INFO ] [sig       ] TMHC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:32:59.002387] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TMHC.txt
[2025-12-18T20:32:59.002586] [INFO ] [sig       ] [3159/3568] Completed TMHC in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:32:59.002635] [INFO ] [sig       ] [3160/3568] Forecasting TMUS...
[2025-12-18T20:32:59.002667] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-18T20:32:59.002698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-18T20:32:59.014853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-18T20:32:59.015230] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-18T20:32:59.016125] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-18T20:32:59.016179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:59.016212] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:59.016240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:59.016297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:59.101520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:59.102439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:59.102522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:59.102556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:59.235251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:59.235407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:59.235451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:59.235500] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:59.238964] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-12-18T20:32:59.239274] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-18T20:32:59.239419] [INFO ] [sig       ] TMUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:59.400868] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TMUS.txt
[2025-12-18T20:32:59.401068] [INFO ] [sig       ] [3160/3568] Completed TMUS in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:32:59.401110] [INFO ] [sig       ] [3161/3568] Forecasting TNC...
[2025-12-18T20:32:59.401140] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-18T20:32:59.401170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-18T20:32:59.412926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-18T20:32:59.413297] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-18T20:32:59.414095] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-18T20:32:59.414147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:59.414179] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:59.414206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:59.414262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:59.474456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:59.475564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:59.475714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:59.475764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:59.603052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:59.603212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:59.603255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:59.603285] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:59.606640] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-12-18T20:32:59.606937] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-18T20:32:59.607067] [INFO ] [sig       ] TNC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:32:59.754127] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TNC.txt
[2025-12-18T20:32:59.754281] [INFO ] [sig       ] [3161/3568] Completed TNC in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:32:59.754321] [INFO ] [sig       ] [3162/3568] Forecasting TNDM...
[2025-12-18T20:32:59.754353] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-18T20:32:59.754383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-18T20:32:59.766538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-18T20:32:59.766936] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-18T20:32:59.767724] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-18T20:32:59.767777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:32:59.767809] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:32:59.767838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:32:59.767901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:32:59.825628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:32:59.826502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:32:59.826607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:32:59.826661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:32:59.955554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:32:59.955729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:32:59.955773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:32:59.955803] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:32:59.959231] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-18T20:32:59.959535] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-18T20:32:59.959725] [INFO ] [sig       ] TNDM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:00.105145] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TNDM.txt
[2025-12-18T20:33:00.105313] [INFO ] [sig       ] [3162/3568] Completed TNDM in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:33:00.105353] [INFO ] [sig       ] [3163/3568] Forecasting TNGX...
[2025-12-18T20:33:00.105383] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-18T20:33:00.105412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-18T20:33:00.116870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-18T20:33:00.117272] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-18T20:33:00.118215] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-18T20:33:00.118282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:00.118330] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:00.118372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:00.118451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:00.180142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:00.181206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:00.181305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:00.181340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:00.302301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:00.302462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:00.302505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:00.302535] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:00.305863] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=70.16%)
[2025-12-18T20:33:00.306137] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-18T20:33:00.306269] [INFO ] [sig       ] TNGX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:00.443769] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TNGX.txt
[2025-12-18T20:33:00.443907] [INFO ] [sig       ] [3163/3568] Completed TNGX in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:33:00.443945] [INFO ] [sig       ] [3164/3568] Forecasting TNK...
[2025-12-18T20:33:00.443975] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-18T20:33:00.444004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-18T20:33:00.457655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-18T20:33:00.458080] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-18T20:33:00.458868] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-18T20:33:00.458920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:00.458976] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:00.459024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:00.459097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:00.519222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:00.520098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:00.520182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:00.520214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:00.642729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:00.642887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:00.642930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:00.642960] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:00.646345] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-12-18T20:33:00.646665] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-18T20:33:00.646799] [INFO ] [sig       ] TNK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:00.784299] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TNK.txt
[2025-12-18T20:33:00.784447] [INFO ] [sig       ] [3164/3568] Completed TNK in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:33:00.784486] [INFO ] [sig       ] [3165/3568] Forecasting TNL...
[2025-12-18T20:33:00.784515] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-18T20:33:00.784544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-18T20:33:00.795730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-18T20:33:00.796069] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-18T20:33:00.796841] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-18T20:33:00.796892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:00.796924] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:00.796950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:00.797006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:00.852784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:00.853602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:00.853684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:00.853715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:00.979344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:00.979500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:00.979543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:00.979589] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:00.982952] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-12-18T20:33:00.983226] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-18T20:33:00.983350] [INFO ] [sig       ] TNL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:01.122076] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TNL.txt
[2025-12-18T20:33:01.122211] [INFO ] [sig       ] [3165/3568] Completed TNL in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:33:01.122250] [INFO ] [sig       ] [3166/3568] Forecasting TNON...
[2025-12-18T20:33:01.122280] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-18T20:33:01.122310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-18T20:33:01.133692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-18T20:33:01.133980] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-18T20:33:01.134776] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-18T20:33:01.134839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:01.134872] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:01.134898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:01.134954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:01.191966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:01.192608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:01.192686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:01.192718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:01.314100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:01.314260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:01.314305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:01.314333] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:01.317656] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-12-18T20:33:01.317925] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-18T20:33:01.318049] [INFO ] [sig       ] TNON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:01.466042] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TNON.txt
[2025-12-18T20:33:01.466224] [INFO ] [sig       ] [3166/3568] Completed TNON in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:33:01.466285] [INFO ] [sig       ] [3167/3568] Forecasting TNXP...
[2025-12-18T20:33:01.466334] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-18T20:33:01.466386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-18T20:33:01.479413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-18T20:33:01.479787] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-18T20:33:01.480683] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-18T20:33:01.480736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:01.480774] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:01.480813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:01.480874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:01.544308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:01.545123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:01.545213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:01.545245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:01.674553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:01.674743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:01.674788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:01.674852] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:01.678473] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-18T20:33:01.678801] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-18T20:33:01.678936] [INFO ] [sig       ] TNXP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:01.835022] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TNXP.txt
[2025-12-18T20:33:01.835189] [INFO ] [sig       ] [3167/3568] Completed TNXP in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-18T20:33:01.835234] [INFO ] [sig       ] [3168/3568] Forecasting TOI...
[2025-12-18T20:33:01.835263] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-18T20:33:01.835293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-18T20:33:01.849066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-18T20:33:01.849404] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-18T20:33:01.850256] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-18T20:33:01.850308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:01.850344] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:01.850376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:01.850444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:01.912256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:01.913277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:01.913381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:01.913421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:02.044844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:02.045013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:02.045073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:02.045104] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:02.049003] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2025-12-18T20:33:02.049342] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-18T20:33:02.049481] [INFO ] [sig       ] TOI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:02.203983] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TOI.txt
[2025-12-18T20:33:02.204127] [INFO ] [sig       ] [3168/3568] Completed TOI in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-18T20:33:02.204166] [INFO ] [sig       ] [3169/3568] Forecasting TOL...
[2025-12-18T20:33:02.204196] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-18T20:33:02.204224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-18T20:33:02.216727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-18T20:33:02.217083] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-18T20:33:02.217885] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-18T20:33:02.217937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:02.217968] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:02.217994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:02.218052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:02.280725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:02.281675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:02.281764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:02.281803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:02.408239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:02.408400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:02.408445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:02.408477] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:02.412033] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2025-12-18T20:33:02.412431] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-18T20:33:02.412642] [INFO ] [sig       ] TOL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:02.559104] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TOL.txt
[2025-12-18T20:33:02.559289] [INFO ] [sig       ] [3169/3568] Completed TOL in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-18T20:33:02.559332] [INFO ] [sig       ] [3170/3568] Forecasting TORO...
[2025-12-18T20:33:02.559362] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-18T20:33:02.559395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-18T20:33:02.570467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-18T20:33:02.570863] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-18T20:33:02.571711] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-18T20:33:02.571764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:02.571797] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:02.571825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:02.571883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:02.629341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:02.630241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:02.630333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:02.630367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:02.754770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:02.754955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:02.755006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:02.755036] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:02.759061] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=32.98%)
[2025-12-18T20:33:02.759403] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-18T20:33:02.759542] [INFO ] [sig       ] TORO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:02.912494] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TORO.txt
[2025-12-18T20:33:02.912697] [INFO ] [sig       ] [3170/3568] Completed TORO in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-18T20:33:02.912755] [INFO ] [sig       ] [3171/3568] Forecasting TOWN...
[2025-12-18T20:33:02.912789] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-18T20:33:02.912819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-18T20:33:02.924493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-18T20:33:02.924890] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-18T20:33:02.925946] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-18T20:33:02.925999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:02.926033] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:02.926059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:02.926116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:02.985085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:02.985992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:02.986080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:02.986113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:03.110161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:03.110321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:03.110364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:03.110393] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:03.113871] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-12-18T20:33:03.114226] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-18T20:33:03.114376] [INFO ] [sig       ] TOWN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:03.260396] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TOWN.txt
[2025-12-18T20:33:03.260529] [INFO ] [sig       ] [3171/3568] Completed TOWN in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-18T20:33:03.260568] [INFO ] [sig       ] [3172/3568] Forecasting TOYO...
[2025-12-18T20:33:03.260616] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-18T20:33:03.260645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-18T20:33:03.270919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-18T20:33:03.271201] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-18T20:33:03.272000] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-18T20:33:03.272054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:03.272087] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:03.272114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:03.272172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:03.329702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:03.330360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:03.330441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:03.330474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:03.440566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:03.440715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:03.440755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:03.440785] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:03.444159] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-18T20:33:03.444439] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-18T20:33:03.444565] [INFO ] [sig       ] TOYO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:03.584483] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TOYO.txt
[2025-12-18T20:33:03.584631] [INFO ] [sig       ] [3172/3568] Completed TOYO in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:03.584672] [INFO ] [sig       ] [3173/3568] Forecasting TPB...
[2025-12-18T20:33:03.584701] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-18T20:33:03.584731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-18T20:33:03.596069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-18T20:33:03.596373] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-18T20:33:03.597149] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-18T20:33:03.597200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:03.597231] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:03.597258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:03.597313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:03.656636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:03.657327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:03.657408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:03.657441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:03.781542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:03.781735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:03.781779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:03.781809] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:03.785544] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-12-18T20:33:03.785872] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-18T20:33:03.786003] [INFO ] [sig       ] TPB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:03.932152] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TPB.txt
[2025-12-18T20:33:03.932305] [INFO ] [sig       ] [3173/3568] Completed TPB in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:03.932344] [INFO ] [sig       ] [3174/3568] Forecasting TPC...
[2025-12-18T20:33:03.932374] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-18T20:33:03.932404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-18T20:33:03.946983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-18T20:33:03.947526] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-18T20:33:03.948523] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-18T20:33:03.948604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:03.948642] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:03.948671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:03.948732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:04.008756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:04.010001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:04.010168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:04.010305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:04.137864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:04.138110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:04.138162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:04.138192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:04.142408] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-18T20:33:04.142819] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-18T20:33:04.142978] [INFO ] [sig       ] TPC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:04.291682] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TPC.txt
[2025-12-18T20:33:04.291912] [INFO ] [sig       ] [3174/3568] Completed TPC in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:04.291959] [INFO ] [sig       ] [3175/3568] Forecasting TPG...
[2025-12-18T20:33:04.291994] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-18T20:33:04.292026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-18T20:33:04.312558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-18T20:33:04.313428] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-18T20:33:04.314706] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-18T20:33:04.314764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:04.314799] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:04.314826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:04.314885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:04.376988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:04.378531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:04.378706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:04.378745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:04.519890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:04.520137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:04.520185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:04.520214] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:04.524499] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-18T20:33:04.524922] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-18T20:33:04.525274] [INFO ] [sig       ] TPG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:04.670885] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TPG.txt
[2025-12-18T20:33:04.671105] [INFO ] [sig       ] [3175/3568] Completed TPG in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:04.671149] [INFO ] [sig       ] [3176/3568] Forecasting TPGXL...
[2025-12-18T20:33:04.671180] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-18T20:33:04.671212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-18T20:33:04.684213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-18T20:33:04.684782] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-18T20:33:04.685725] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-18T20:33:04.685784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:04.685818] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:04.685846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:04.685906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:04.744230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:04.745419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:04.745525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:04.745560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:04.863093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:04.863330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:04.863381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:04.863410] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:04.867524] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=54.33%)
[2025-12-18T20:33:04.867895] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-18T20:33:04.868046] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:05.009784] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TPGXL.txt
[2025-12-18T20:33:05.010005] [INFO ] [sig       ] [3176/3568] Completed TPGXL in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:05.010050] [INFO ] [sig       ] [3177/3568] Forecasting TPH...
[2025-12-18T20:33:05.010081] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-18T20:33:05.010113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-18T20:33:05.023740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-18T20:33:05.024189] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-18T20:33:05.025177] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-18T20:33:05.025230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:05.025286] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:05.025316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:05.025375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:05.084422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:05.085495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:05.085611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:05.085648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:05.208996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:05.209228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:05.209278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:05.209308] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:05.213366] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-18T20:33:05.213814] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-18T20:33:05.214035] [INFO ] [sig       ] TPH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:05.363790] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TPH.txt
[2025-12-18T20:33:05.364057] [INFO ] [sig       ] [3177/3568] Completed TPH in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:05.364107] [INFO ] [sig       ] [3178/3568] Forecasting TPL...
[2025-12-18T20:33:05.364141] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-18T20:33:05.364175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-18T20:33:05.379843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-18T20:33:05.380478] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-18T20:33:05.381648] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-18T20:33:05.381710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:05.381752] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:05.381788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:05.381878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:05.446403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:05.447638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:05.447738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:05.447772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:05.571568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:05.571819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:05.571870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:05.571901] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:05.576016] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-18T20:33:05.576353] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-18T20:33:05.576502] [INFO ] [sig       ] TPL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:05.745234] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TPL.txt
[2025-12-18T20:33:05.745400] [INFO ] [sig       ] [3178/3568] Completed TPL in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:05.745440] [INFO ] [sig       ] [3179/3568] Forecasting TPVG...
[2025-12-18T20:33:05.745469] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-18T20:33:05.745500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-18T20:33:05.757226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-18T20:33:05.757680] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-18T20:33:05.758601] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-18T20:33:05.758663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:05.758699] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:05.758728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:05.758785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:05.816003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:05.816981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:05.817102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:05.817143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:05.944099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:05.944265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:05.944308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:05.944336] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:05.947948] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=67.09%)
[2025-12-18T20:33:05.948321] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-18T20:33:05.948470] [INFO ] [sig       ] TPVG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:06.090503] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TPVG.txt
[2025-12-18T20:33:06.090697] [INFO ] [sig       ] [3179/3568] Completed TPVG in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:06.090746] [INFO ] [sig       ] [3180/3568] Forecasting TPYP...
[2025-12-18T20:33:06.090780] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-18T20:33:06.090812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-18T20:33:06.102186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-18T20:33:06.102626] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-18T20:33:06.103476] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-18T20:33:06.103533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:06.103585] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:06.103642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:06.103711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:06.161050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:06.162028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:06.162118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:06.162153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:06.281495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:06.281692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:06.281741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:06.281773] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:06.285297] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-18T20:33:06.285628] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-18T20:33:06.285762] [INFO ] [sig       ] TPYP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:06.429825] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TPYP.txt
[2025-12-18T20:33:06.429997] [INFO ] [sig       ] [3180/3568] Completed TPYP in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:06.430070] [INFO ] [sig       ] [3181/3568] Forecasting TPZ...
[2025-12-18T20:33:06.430116] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-18T20:33:06.430159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-18T20:33:06.444357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-18T20:33:06.444971] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-18T20:33:06.445961] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-18T20:33:06.446017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:06.446103] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:06.446134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:06.446195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:06.504774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:06.506048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:06.506166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:06.506201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:06.618526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:06.618783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:06.618834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:06.618862] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:06.622959] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-18T20:33:06.623314] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-18T20:33:06.623477] [INFO ] [sig       ] TPZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:06.767936] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TPZ.txt
[2025-12-18T20:33:06.768153] [INFO ] [sig       ] [3181/3568] Completed TPZ in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:06.768200] [INFO ] [sig       ] [3182/3568] Forecasting TQQQ...
[2025-12-18T20:33:06.768233] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-18T20:33:06.768267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-18T20:33:06.782353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-18T20:33:06.782850] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-18T20:33:06.783924] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-18T20:33:06.783978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:06.784013] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:06.784039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:06.784098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:06.844835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:06.845781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:06.845914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:06.845949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:06.971769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:06.971998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:06.972045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:06.972073] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:06.976164] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-18T20:33:06.976499] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-18T20:33:06.976691] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:07.119111] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TQQQ.txt
[2025-12-18T20:33:07.119340] [INFO ] [sig       ] [3182/3568] Completed TQQQ in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:07.119384] [INFO ] [sig       ] [3183/3568] Forecasting TRC...
[2025-12-18T20:33:07.119417] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-18T20:33:07.119448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-18T20:33:07.133643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-18T20:33:07.134096] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-18T20:33:07.135113] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-18T20:33:07.135166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:07.135200] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:07.135229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:07.135302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:07.198341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:07.199770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:07.199874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:07.199909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:07.321320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:07.321545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:07.321612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:07.321645] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:07.325676] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=87.76%)
[2025-12-18T20:33:07.326104] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-18T20:33:07.326267] [INFO ] [sig       ] TRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:07.471370] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRC.txt
[2025-12-18T20:33:07.471559] [INFO ] [sig       ] [3183/3568] Completed TRC in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:07.471618] [INFO ] [sig       ] [3184/3568] Forecasting TRDA...
[2025-12-18T20:33:07.471649] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-18T20:33:07.471682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-18T20:33:07.487952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-18T20:33:07.488511] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-18T20:33:07.489484] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-18T20:33:07.489539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:07.489589] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:07.489618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:07.489675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:07.547556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:07.548590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:07.548684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:07.548716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:07.670528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:07.670699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:07.670743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:07.670823] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:07.674205] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-18T20:33:07.674484] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-18T20:33:07.674635] [INFO ] [sig       ] TRDA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:07.817215] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TRDA.txt
[2025-12-18T20:33:07.817372] [INFO ] [sig       ] [3184/3568] Completed TRDA in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-18T20:33:07.817413] [INFO ] [sig       ] [3185/3568] Forecasting TREE...
[2025-12-18T20:33:07.817443] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-18T20:33:07.817476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-18T20:33:07.831568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-18T20:33:07.832131] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-18T20:33:07.833111] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-18T20:33:07.833358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:07.833392] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:07.833420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:07.833479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:07.893787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:07.894957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:07.895055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:07.895088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:08.023562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:08.023844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:08.023893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:08.023923] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:08.027873] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-18T20:33:08.028204] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-18T20:33:08.028350] [INFO ] [sig       ] TREE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:08.175426] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TREE.txt
[2025-12-18T20:33:08.175652] [INFO ] [sig       ] [3185/3568] Completed TREE in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-18T20:33:08.175699] [INFO ] [sig       ] [3186/3568] Forecasting TREX...
[2025-12-18T20:33:08.175732] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-18T20:33:08.175763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-18T20:33:08.189064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-18T20:33:08.189447] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-18T20:33:08.190281] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-18T20:33:08.190336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:08.190369] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:08.190397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:08.190456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:08.246980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:08.247613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:08.247723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:08.247756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:08.371158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:08.371313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:08.371355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:08.371383] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:08.374694] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-12-18T20:33:08.374962] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-18T20:33:08.375114] [INFO ] [sig       ] TREX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:08.511912] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TREX.txt
[2025-12-18T20:33:08.512047] [INFO ] [sig       ] [3186/3568] Completed TREX in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-18T20:33:08.512084] [INFO ] [sig       ] [3187/3568] Forecasting TRGP...
[2025-12-18T20:33:08.512113] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-18T20:33:08.512142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-18T20:33:08.523555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-18T20:33:08.523876] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-18T20:33:08.524678] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-18T20:33:08.524729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:08.524761] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:08.524787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:08.524842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:08.582490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:08.583180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:08.583457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:08.583490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:08.703597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:08.703753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:08.703796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:08.703824] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:08.707859] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-12-18T20:33:08.708132] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-18T20:33:08.708447] [INFO ] [sig       ] TRGP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:08.857301] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRGP.txt
[2025-12-18T20:33:08.857463] [INFO ] [sig       ] [3187/3568] Completed TRGP in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-18T20:33:08.857503] [INFO ] [sig       ] [3188/3568] Forecasting TRI...
[2025-12-18T20:33:08.857535] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-18T20:33:08.857600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-18T20:33:08.873427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-18T20:33:08.874116] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-18T20:33:08.875432] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-18T20:33:08.875542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:08.875621] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:08.875745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:08.875846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:08.937046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:08.938213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:08.938311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:08.938345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:09.068654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:09.068884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:09.068934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:09.068964] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:09.073041] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=13.63%)
[2025-12-18T20:33:09.073406] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-18T20:33:09.073567] [INFO ] [sig       ] TRI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:09.218791] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TRI.txt
[2025-12-18T20:33:09.219026] [INFO ] [sig       ] [3188/3568] Completed TRI in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-18T20:33:09.219074] [INFO ] [sig       ] [3189/3568] Forecasting TRIN...
[2025-12-18T20:33:09.219107] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-18T20:33:09.219165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-18T20:33:09.232698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-18T20:33:09.233239] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-18T20:33:09.234239] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-18T20:33:09.234296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:09.234330] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:09.234357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:09.234416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:09.295196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:09.296465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:09.296592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:09.296628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:09.426222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:09.426467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:09.426554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:09.426604] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:09.430685] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=52.10%)
[2025-12-18T20:33:09.431024] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-18T20:33:09.431174] [INFO ] [sig       ] TRIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:09.573856] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRIN.txt
[2025-12-18T20:33:09.574061] [INFO ] [sig       ] [3189/3568] Completed TRIN in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:09.574104] [INFO ] [sig       ] [3190/3568] Forecasting TRIP...
[2025-12-18T20:33:09.574135] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-18T20:33:09.574165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-18T20:33:09.587777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-18T20:33:09.588163] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-18T20:33:09.589017] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-18T20:33:09.589070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:09.589101] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:09.589127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:09.589182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:09.643733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:09.644380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:09.644461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:09.644491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:09.760009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:09.760174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:09.760219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:09.760246] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:09.763650] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=81.15%)
[2025-12-18T20:33:09.763928] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-18T20:33:09.764051] [INFO ] [sig       ] TRIP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:09.899277] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRIP.txt
[2025-12-18T20:33:09.899424] [INFO ] [sig       ] [3190/3568] Completed TRIP in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:09.899462] [INFO ] [sig       ] [3191/3568] Forecasting TRMB...
[2025-12-18T20:33:09.899509] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-18T20:33:09.899540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-18T20:33:09.910887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-18T20:33:09.911235] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-18T20:33:09.912060] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-18T20:33:09.912113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:09.912143] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:09.912170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:09.912225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:09.967393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:09.968082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:09.968209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:09.968244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:10.087475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:10.087655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:10.087699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:10.087728] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:10.091081] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-18T20:33:10.091376] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-18T20:33:10.091506] [INFO ] [sig       ] TRMB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:10.231021] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TRMB.txt
[2025-12-18T20:33:10.231212] [INFO ] [sig       ] [3191/3568] Completed TRMB in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:10.231251] [INFO ] [sig       ] [3192/3568] Forecasting TRMD...
[2025-12-18T20:33:10.231288] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-18T20:33:10.231320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-18T20:33:10.242821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-18T20:33:10.243144] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-18T20:33:10.243994] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-18T20:33:10.244046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:10.244079] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:10.244104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:10.244175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:10.300753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:10.301477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:10.301569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:10.301620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:10.418842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:10.419033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:10.419078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:10.419106] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:10.422540] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-18T20:33:10.422850] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-18T20:33:10.422980] [INFO ] [sig       ] TRMD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:10.558547] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRMD.txt
[2025-12-18T20:33:10.558713] [INFO ] [sig       ] [3192/3568] Completed TRMD in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:10.558753] [INFO ] [sig       ] [3193/3568] Forecasting TRMK...
[2025-12-18T20:33:10.558783] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-18T20:33:10.558812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-18T20:33:10.570179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-18T20:33:10.570494] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-18T20:33:10.571302] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-18T20:33:10.571354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:10.571385] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:10.571410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:10.571470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:10.626145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:10.626834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:10.626911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:10.626943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:10.739034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:10.739197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:10.739239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:10.739267] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:10.742854] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=25.61%)
[2025-12-18T20:33:10.743187] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-18T20:33:10.743323] [INFO ] [sig       ] TRMK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:10.885004] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TRMK.txt
[2025-12-18T20:33:10.885176] [INFO ] [sig       ] [3193/3568] Completed TRMK in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:10.885222] [INFO ] [sig       ] [3194/3568] Forecasting TRN...
[2025-12-18T20:33:10.885253] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-18T20:33:10.885282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-18T20:33:10.896422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-18T20:33:10.896765] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-18T20:33:10.897555] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-18T20:33:10.897629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:10.897674] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:10.897705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:10.897763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:10.956000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:10.956835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:10.956918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:10.956951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:11.074693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:11.074887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:11.074950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:11.074996] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:11.078836] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-18T20:33:11.082484] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-18T20:33:11.082681] [INFO ] [sig       ] TRN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:11.221859] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TRN.txt
[2025-12-18T20:33:11.222035] [INFO ] [sig       ] [3194/3568] Completed TRN in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:11.222076] [INFO ] [sig       ] [3195/3568] Forecasting TRNO...
[2025-12-18T20:33:11.222107] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-18T20:33:11.222137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-18T20:33:11.233859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-18T20:33:11.234222] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-18T20:33:11.235075] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-18T20:33:11.235127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:11.235160] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:11.235187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:11.235243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:11.301867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:11.302798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:11.302886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:11.302919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:11.421087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:11.421247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:11.421290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:11.421336] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:11.424750] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-18T20:33:11.425030] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-18T20:33:11.425164] [INFO ] [sig       ] TRNO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:11.562835] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRNO.txt
[2025-12-18T20:33:11.562985] [INFO ] [sig       ] [3195/3568] Completed TRNO in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:11.563023] [INFO ] [sig       ] [3196/3568] Forecasting TRNS...
[2025-12-18T20:33:11.563054] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-18T20:33:11.563083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-18T20:33:11.574311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-18T20:33:11.574658] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-18T20:33:11.575416] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-18T20:33:11.575466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:11.575498] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:11.575524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:11.575600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:11.630763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:11.631425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:11.631504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:11.631536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:11.754375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:11.754545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:11.754607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:11.754637] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:11.757999] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-18T20:33:11.758306] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-18T20:33:11.758441] [INFO ] [sig       ] TRNS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:11.899901] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRNS.txt
[2025-12-18T20:33:11.900067] [INFO ] [sig       ] [3196/3568] Completed TRNS in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:11.900108] [INFO ] [sig       ] [3197/3568] Forecasting TROX...
[2025-12-18T20:33:11.900139] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-18T20:33:11.900167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-18T20:33:11.912695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-18T20:33:11.913108] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-18T20:33:11.913932] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-18T20:33:11.913985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:11.914017] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:11.914044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:11.914101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:11.971456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:11.972154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:11.972235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:11.972285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:12.089542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:12.089718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:12.089760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:12.089790] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:12.093206] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-18T20:33:12.093483] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-18T20:33:12.093627] [INFO ] [sig       ] TROX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:12.229163] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TROX.txt
[2025-12-18T20:33:12.229298] [INFO ] [sig       ] [3197/3568] Completed TROX in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:12.229336] [INFO ] [sig       ] [3198/3568] Forecasting TRP...
[2025-12-18T20:33:12.229365] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-18T20:33:12.229394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-18T20:33:12.241136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-18T20:33:12.241481] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-18T20:33:12.242260] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-18T20:33:12.242311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:12.242368] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:12.242395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:12.242451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:12.297477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:12.298154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:12.298245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:12.298276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:12.413073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:12.413228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:12.413270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:12.413298] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:12.416594] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-12-18T20:33:12.416864] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-18T20:33:12.416985] [INFO ] [sig       ] TRP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:12.551955] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TRP.txt
[2025-12-18T20:33:12.552098] [INFO ] [sig       ] [3198/3568] Completed TRP in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:12.552137] [INFO ] [sig       ] [3199/3568] Forecasting TRS...
[2025-12-18T20:33:12.552168] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-18T20:33:12.552198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-18T20:33:12.563610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-18T20:33:12.563933] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-18T20:33:12.564802] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-18T20:33:12.564860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:12.564900] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:12.564928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:12.564997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:12.626819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:12.627533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:12.627632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:12.627667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:12.747470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:12.747644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:12.747688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:12.747715] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:12.751027] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=66.64%)
[2025-12-18T20:33:12.751307] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-18T20:33:12.751430] [INFO ] [sig       ] TRS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:12.887548] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRS.txt
[2025-12-18T20:33:12.887702] [INFO ] [sig       ] [3199/3568] Completed TRS in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:12.887741] [INFO ] [sig       ] [3200/3568] Forecasting TRTX...
[2025-12-18T20:33:12.887771] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-18T20:33:12.887800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-18T20:33:12.898931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-18T20:33:12.899289] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-18T20:33:12.900068] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-18T20:33:12.900119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:12.900151] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:12.900177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:12.900232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:12.957880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:12.958686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:12.958770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:12.958802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:13.076362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:13.076516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:13.076558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:13.076603] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:13.079933] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=51.03%)
[2025-12-18T20:33:13.080207] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-18T20:33:13.080329] [INFO ] [sig       ] TRTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:13.215034] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRTX.txt
[2025-12-18T20:33:13.215163] [INFO ] [sig       ] [3200/3568] Completed TRTX in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:13.215201] [INFO ] [sig       ] [3201/3568] Forecasting TRUE...
[2025-12-18T20:33:13.215230] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-18T20:33:13.215260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-18T20:33:13.226681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-18T20:33:13.227021] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-18T20:33:13.227824] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-18T20:33:13.227887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:13.227919] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:13.227945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:13.228000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:13.283164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:13.283911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:13.283990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:13.284022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:13.402848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:13.403005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:13.403045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:13.403106] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:13.406421] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: UP (p=65.56%)
[2025-12-18T20:33:13.406729] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-18T20:33:13.406853] [INFO ] [sig       ] TRUE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:13.542459] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TRUE.txt
[2025-12-18T20:33:13.542622] [INFO ] [sig       ] [3201/3568] Completed TRUE in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-18T20:33:13.542663] [INFO ] [sig       ] [3202/3568] Forecasting TRUP...
[2025-12-18T20:33:13.542694] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-18T20:33:13.542724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-18T20:33:13.553953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-18T20:33:13.554288] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-18T20:33:13.555067] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-18T20:33:13.555118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:13.555149] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:13.555177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:13.555240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:13.610094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:13.610786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:13.610866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:13.610897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:13.734533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:13.734715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:13.734765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:13.734794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:13.738323] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=31.17%)
[2025-12-18T20:33:13.738630] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-18T20:33:13.738766] [INFO ] [sig       ] TRUP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:13.879093] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TRUP.txt
[2025-12-18T20:33:13.879240] [INFO ] [sig       ] [3202/3568] Completed TRUP in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-18T20:33:13.879279] [INFO ] [sig       ] [3203/3568] Forecasting TRVG...
[2025-12-18T20:33:13.879308] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-18T20:33:13.879336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-18T20:33:13.891040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-18T20:33:13.891359] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-18T20:33:13.892179] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-18T20:33:13.892231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:13.892263] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:13.892289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:13.892350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:13.950704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:13.951542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:13.951651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:13.951686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:14.069279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:14.069431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:14.069471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:14.069501] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:14.073027] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=30.82%)
[2025-12-18T20:33:14.073314] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-18T20:33:14.073441] [INFO ] [sig       ] TRVG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:14.215311] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TRVG.txt
[2025-12-18T20:33:14.215425] [INFO ] [sig       ] [3203/3568] Completed TRVG in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-18T20:33:14.215462] [INFO ] [sig       ] [3204/3568] Forecasting TS...
[2025-12-18T20:33:14.215491] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-18T20:33:14.215520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-18T20:33:14.229786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-18T20:33:14.230284] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-18T20:33:14.231679] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-18T20:33:14.231745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:14.231788] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:14.231818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:14.231876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:14.290745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:14.291795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:14.291897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:14.291940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:14.416773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:14.416996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:14.417044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:14.417073] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:14.421165] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-18T20:33:14.421529] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-18T20:33:14.421709] [INFO ] [sig       ] TS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:14.569674] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TS.txt
[2025-12-18T20:33:14.569870] [INFO ] [sig       ] [3204/3568] Completed TS in 0.4s | 2.94 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-18T20:33:14.569918] [INFO ] [sig       ] [3205/3568] Forecasting TSBK...
[2025-12-18T20:33:14.569952] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-18T20:33:14.569989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-18T20:33:14.581508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-18T20:33:14.581910] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-18T20:33:14.582801] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-18T20:33:14.582853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:14.582885] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:14.582912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:14.582968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:14.652827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:14.653746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:14.653833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:14.653867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:14.756150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:14.756310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:14.756353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:14.756383] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:14.759700] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-12-18T20:33:14.759973] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-18T20:33:14.760093] [INFO ] [sig       ] TSBK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:14.899890] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TSBK.txt
[2025-12-18T20:33:14.900047] [INFO ] [sig       ] [3205/3568] Completed TSBK in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-18T20:33:14.900086] [INFO ] [sig       ] [3206/3568] Forecasting TSCO...
[2025-12-18T20:33:14.900117] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-18T20:33:14.900147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-18T20:33:14.913078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-18T20:33:14.913496] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-18T20:33:14.914424] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-18T20:33:14.914479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:14.914512] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:14.914538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:14.914615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:14.972988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:14.973930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:14.974025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:14.974058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:15.092973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:15.093143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:15.093188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:15.093225] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:15.096705] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-18T20:33:15.097030] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-18T20:33:15.097155] [INFO ] [sig       ] TSCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:15.234555] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TSCO.txt
[2025-12-18T20:33:15.234710] [INFO ] [sig       ] [3206/3568] Completed TSCO in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-18T20:33:15.234748] [INFO ] [sig       ] [3207/3568] Forecasting TSDD...
[2025-12-18T20:33:15.234775] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-18T20:33:15.234804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-18T20:33:15.246789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-18T20:33:15.247077] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-18T20:33:15.248084] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-18T20:33:15.248137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:15.248171] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:15.248203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:15.248267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:15.304687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:15.305452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:15.305536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:15.305568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:15.427715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:15.427878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:15.427920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:15.427948] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:15.431363] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=50.58%)
[2025-12-18T20:33:15.431674] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-18T20:33:15.431800] [INFO ] [sig       ] TSDD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:15.568886] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TSDD.txt
[2025-12-18T20:33:15.569023] [INFO ] [sig       ] [3207/3568] Completed TSDD in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:15.569063] [INFO ] [sig       ] [3208/3568] Forecasting TSEM...
[2025-12-18T20:33:15.569093] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-18T20:33:15.569123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-18T20:33:15.581252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-18T20:33:15.581547] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-18T20:33:15.582310] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-18T20:33:15.582360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:15.582391] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:15.582418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:15.582474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:15.638640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:15.639324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:15.639432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:15.639465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:15.756243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:15.756401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:15.756443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:15.756470] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:15.759848] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-18T20:33:15.760127] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-18T20:33:15.760263] [INFO ] [sig       ] TSEM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:15.897883] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TSEM.txt
[2025-12-18T20:33:15.898034] [INFO ] [sig       ] [3208/3568] Completed TSEM in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:15.898073] [INFO ] [sig       ] [3209/3568] Forecasting TSHA...
[2025-12-18T20:33:15.898104] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-18T20:33:15.898133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-18T20:33:15.910216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-18T20:33:15.910492] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-18T20:33:15.911269] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-18T20:33:15.911320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:15.911350] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:15.911377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:15.911433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:15.967349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:15.967973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:15.968053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:15.968086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:16.085439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:16.085599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:16.085644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:16.085673] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:16.089036] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-12-18T20:33:16.089316] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-18T20:33:16.089440] [INFO ] [sig       ] TSHA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:16.230375] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TSHA.txt
[2025-12-18T20:33:16.230502] [INFO ] [sig       ] [3209/3568] Completed TSHA in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:16.230540] [INFO ] [sig       ] [3210/3568] Forecasting TSI...
[2025-12-18T20:33:16.230585] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-18T20:33:16.230616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-18T20:33:16.242489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-18T20:33:16.242796] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-18T20:33:16.243560] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-18T20:33:16.243637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:16.243669] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:16.243695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:16.243751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:16.300282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:16.300949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:16.301029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:16.301061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:16.417618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:16.417810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:16.417870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:16.417910] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:16.422833] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-18T20:33:16.423295] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-18T20:33:16.423474] [INFO ] [sig       ] TSI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:16.572858] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TSI.txt
[2025-12-18T20:33:16.572989] [INFO ] [sig       ] [3210/3568] Completed TSI in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:16.573029] [INFO ] [sig       ] [3211/3568] Forecasting TSL...
[2025-12-18T20:33:16.573060] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-18T20:33:16.573091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-18T20:33:16.585350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-18T20:33:16.585675] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-18T20:33:16.586448] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-18T20:33:16.586506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:16.586546] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:16.586607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:16.586680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:16.644498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:16.645141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:16.645229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:16.645269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:16.762628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:16.762763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:16.762803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:16.762832] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:16.766183] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-18T20:33:16.766474] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-18T20:33:16.766621] [INFO ] [sig       ] TSL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:16.911218] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TSL.txt
[2025-12-18T20:33:16.911366] [INFO ] [sig       ] [3211/3568] Completed TSL in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:16.911404] [INFO ] [sig       ] [3212/3568] Forecasting TSLA...
[2025-12-18T20:33:16.911432] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-18T20:33:16.911467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-18T20:33:16.923136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-18T20:33:16.923432] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-18T20:33:16.924246] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-18T20:33:16.924299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:16.924343] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:16.924372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:16.924429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:16.980174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:16.980883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:16.980964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:16.980997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:17.099836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:17.099980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:17.100019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:17.100047] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:17.103323] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=37.68%)
[2025-12-18T20:33:17.103621] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-18T20:33:17.103743] [INFO ] [sig       ] TSLA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:17.239521] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TSLA.txt
[2025-12-18T20:33:17.239657] [INFO ] [sig       ] [3212/3568] Completed TSLA in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:17.239697] [INFO ] [sig       ] [3213/3568] Forecasting TSLL...
[2025-12-18T20:33:17.239726] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-18T20:33:17.239755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-18T20:33:17.251314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-18T20:33:17.251627] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-18T20:33:17.252380] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-18T20:33:17.252430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:17.252461] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:17.252487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:17.252543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:17.307974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:17.308733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:17.308812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:17.308844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:17.425480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:17.425633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:17.425674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:17.425701] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:17.428947] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-12-18T20:33:17.429237] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-18T20:33:17.429359] [INFO ] [sig       ] TSLL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:17.565392] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TSLL.txt
[2025-12-18T20:33:17.565521] [INFO ] [sig       ] [3213/3568] Completed TSLL in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:17.565559] [INFO ] [sig       ] [3214/3568] Forecasting TSLQ...
[2025-12-18T20:33:17.565606] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-18T20:33:17.565637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-18T20:33:17.576201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-18T20:33:17.576485] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-18T20:33:17.577251] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-18T20:33:17.577303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:17.577334] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:17.577360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:17.577415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:17.634739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:17.635751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:17.635843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:17.635876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:17.757095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:17.757269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:17.757315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:17.757347] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:17.760881] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-12-18T20:33:17.761176] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-18T20:33:17.761319] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:17.905085] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TSLQ.txt
[2025-12-18T20:33:17.905221] [INFO ] [sig       ] [3214/3568] Completed TSLQ in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:17.905259] [INFO ] [sig       ] [3215/3568] Forecasting TSLS...
[2025-12-18T20:33:17.905289] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-18T20:33:17.905318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-18T20:33:17.916674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-18T20:33:17.916967] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-18T20:33:17.917743] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-18T20:33:17.917794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:17.917850] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:17.917878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:17.917934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:17.976334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:17.977042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:17.977121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:17.977153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:18.097885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:18.098056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:18.098098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:18.098126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:18.101684] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=29.72%)
[2025-12-18T20:33:18.101997] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-18T20:33:18.102133] [INFO ] [sig       ] TSLS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:18.253881] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TSLS.txt
[2025-12-18T20:33:18.254038] [INFO ] [sig       ] [3215/3568] Completed TSLS in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:18.254087] [INFO ] [sig       ] [3216/3568] Forecasting TSLX...
[2025-12-18T20:33:18.254118] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-18T20:33:18.254148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-18T20:33:18.266343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-18T20:33:18.266694] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-18T20:33:18.267444] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-18T20:33:18.267494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:18.267525] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:18.267550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:18.267631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:18.324754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:18.325348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:18.325424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:18.325455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:18.445541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:18.445710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:18.445751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:18.445779] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:18.449087] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-18T20:33:18.449363] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-18T20:33:18.449488] [INFO ] [sig       ] TSLX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:18.593750] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TSLX.txt
[2025-12-18T20:33:18.593878] [INFO ] [sig       ] [3216/3568] Completed TSLX in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:18.593915] [INFO ] [sig       ] [3217/3568] Forecasting TSM...
[2025-12-18T20:33:18.593945] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-18T20:33:18.593974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-18T20:33:18.605955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-18T20:33:18.606315] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-18T20:33:18.607119] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-18T20:33:18.607172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:18.607211] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:18.607244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:18.607327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:18.665940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:18.666823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:18.666907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:18.666939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:18.791785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:18.791946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:18.791992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:18.792022] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:18.795459] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-18T20:33:18.795747] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-18T20:33:18.795887] [INFO ] [sig       ] TSM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:18.947612] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TSM.txt
[2025-12-18T20:33:18.947797] [INFO ] [sig       ] [3217/3568] Completed TSM in 0.4s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:18.947863] [INFO ] [sig       ] [3218/3568] Forecasting TSN...
[2025-12-18T20:33:18.947898] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-18T20:33:18.947931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-18T20:33:18.960370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-18T20:33:18.960787] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-18T20:33:18.961644] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-18T20:33:18.961706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:18.961752] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:18.961795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:18.961858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:19.018124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:19.019064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:19.019150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:19.019182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:19.138047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:19.138209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:19.138251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:19.138315] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:19.141653] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-18T20:33:19.141919] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-18T20:33:19.142040] [INFO ] [sig       ] TSN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:19.280716] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TSN.txt
[2025-12-18T20:33:19.280842] [INFO ] [sig       ] [3218/3568] Completed TSN in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:19.280880] [INFO ] [sig       ] [3219/3568] Forecasting TSQ...
[2025-12-18T20:33:19.280911] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-18T20:33:19.280941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-18T20:33:19.293316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-18T20:33:19.293720] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-18T20:33:19.294539] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-18T20:33:19.294612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:19.294645] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:19.294671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:19.294728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:19.352937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:19.353840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:19.353928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:19.353970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:19.478501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:19.478678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:19.478739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:19.478769] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:19.482127] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2025-12-18T20:33:19.482403] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-18T20:33:19.482530] [INFO ] [sig       ] TSQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:19.624389] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TSQ.txt
[2025-12-18T20:33:19.624537] [INFO ] [sig       ] [3219/3568] Completed TSQ in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-18T20:33:19.624595] [INFO ] [sig       ] [3220/3568] Forecasting TTC...
[2025-12-18T20:33:19.624628] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-18T20:33:19.624658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-18T20:33:19.637872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-18T20:33:19.638315] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-18T20:33:19.639144] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-18T20:33:19.639198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:19.639229] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:19.639255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:19.639312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:19.695897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:19.697018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:19.697132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:19.697177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:19.839943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:19.840105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:19.840148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:19.840176] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:19.843587] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-12-18T20:33:19.843859] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-18T20:33:19.843982] [INFO ] [sig       ] TTC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:19.988049] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TTC.txt
[2025-12-18T20:33:19.988258] [INFO ] [sig       ] [3220/3568] Completed TTC in 0.4s | 2.94 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-18T20:33:19.988320] [INFO ] [sig       ] [3221/3568] Forecasting TTD...
[2025-12-18T20:33:19.988368] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-18T20:33:19.988416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-18T20:33:20.001995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-18T20:33:20.002419] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-18T20:33:20.003227] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-18T20:33:20.003278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:20.003309] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:20.003335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:20.003390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:20.059554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:20.060482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:20.060607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:20.060642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:20.180687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:20.180862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:20.180914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:20.180943] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:20.184407] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-18T20:33:20.184717] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-18T20:33:20.184847] [INFO ] [sig       ] TTD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:20.328024] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TTD.txt
[2025-12-18T20:33:20.328188] [INFO ] [sig       ] [3221/3568] Completed TTD in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-18T20:33:20.328231] [INFO ] [sig       ] [3222/3568] Forecasting TTE...
[2025-12-18T20:33:20.328269] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-18T20:33:20.328302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-18T20:33:20.341277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-18T20:33:20.341751] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-18T20:33:20.342633] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-18T20:33:20.342689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:20.342721] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:20.342748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:20.342805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:20.399147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:20.400112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:20.400199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:20.400231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:20.520823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:20.520984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:20.521026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:20.521054] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:20.524549] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=19.60%)
[2025-12-18T20:33:20.524838] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-18T20:33:20.524971] [INFO ] [sig       ] TTE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:20.663012] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TTE.txt
[2025-12-18T20:33:20.663175] [INFO ] [sig       ] [3222/3568] Completed TTE in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-18T20:33:20.663216] [INFO ] [sig       ] [3223/3568] Forecasting TTEC...
[2025-12-18T20:33:20.663246] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-18T20:33:20.663275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-18T20:33:20.674852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-18T20:33:20.675137] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-18T20:33:20.675917] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-18T20:33:20.675967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:20.676011] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:20.676038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:20.676093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:20.731376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:20.732006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:20.732083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:20.732115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:20.847742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:20.847903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:20.847944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:20.847972] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:20.851250] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-18T20:33:20.851526] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-18T20:33:20.851665] [INFO ] [sig       ] TTEC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:20.988172] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TTEC.txt
[2025-12-18T20:33:20.988305] [INFO ] [sig       ] [3223/3568] Completed TTEC in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-18T20:33:20.988344] [INFO ] [sig       ] [3224/3568] Forecasting TTEK...
[2025-12-18T20:33:20.988375] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-18T20:33:20.988404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-18T20:33:21.000080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-18T20:33:21.000389] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-18T20:33:21.001186] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-18T20:33:21.001239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:21.001271] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:21.001297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:21.001354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:21.058442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:21.059299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:21.059385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:21.059417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:21.182731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:21.182883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:21.182925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:21.182953] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:21.186299] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-18T20:33:21.186570] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-18T20:33:21.186712] [INFO ] [sig       ] TTEK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:21.323784] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TTEK.txt
[2025-12-18T20:33:21.323910] [INFO ] [sig       ] [3224/3568] Completed TTEK in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:21.323949] [INFO ] [sig       ] [3225/3568] Forecasting TTI...
[2025-12-18T20:33:21.323978] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-18T20:33:21.324009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-18T20:33:21.335405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-18T20:33:21.335727] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-18T20:33:21.336493] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-18T20:33:21.336545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:21.336599] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:21.336630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:21.336688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:21.392052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:21.392689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:21.392805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:21.392853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:21.516297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:21.516443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:21.516485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:21.516513] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:21.519871] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-18T20:33:21.520147] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-18T20:33:21.520310] [INFO ] [sig       ] TTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:21.656441] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TTI.txt
[2025-12-18T20:33:21.656564] [INFO ] [sig       ] [3225/3568] Completed TTI in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:21.656618] [INFO ] [sig       ] [3226/3568] Forecasting TTMI...
[2025-12-18T20:33:21.656648] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-18T20:33:21.656678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-18T20:33:21.667849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-18T20:33:21.668126] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-18T20:33:21.668896] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-18T20:33:21.668946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:21.668977] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:21.669026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:21.669084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:21.724450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:21.725073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:21.725150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:21.725182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:21.839708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:21.839867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:21.839907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:21.839937] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:21.843312] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-18T20:33:21.843626] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-18T20:33:21.843755] [INFO ] [sig       ] TTMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:21.979909] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TTMI.txt
[2025-12-18T20:33:21.980031] [INFO ] [sig       ] [3226/3568] Completed TTMI in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:21.980068] [INFO ] [sig       ] [3227/3568] Forecasting TTSH...
[2025-12-18T20:33:21.980096] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-18T20:33:21.980133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-18T20:33:21.991165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-18T20:33:21.991495] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-18T20:33:21.992260] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-18T20:33:21.992311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:21.992342] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:21.992368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:21.992424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:22.048130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:22.048807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:22.048886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:22.048917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:22.165848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:22.165997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:22.166038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:22.166066] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:22.169400] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-18T20:33:22.169695] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-18T20:33:22.169815] [INFO ] [sig       ] TTSH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:22.306550] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TTSH.txt
[2025-12-18T20:33:22.306689] [INFO ] [sig       ] [3227/3568] Completed TTSH in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:22.306728] [INFO ] [sig       ] [3228/3568] Forecasting TTWO...
[2025-12-18T20:33:22.306758] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-18T20:33:22.306787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-18T20:33:22.317908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-18T20:33:22.318168] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-18T20:33:22.318941] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-18T20:33:22.319018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:22.319063] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:22.319097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:22.319162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:22.374460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:22.375074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:22.375149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:22.375181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:22.492483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:22.492641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:22.492682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:22.492711] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:22.495963] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-12-18T20:33:22.496234] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-18T20:33:22.496360] [INFO ] [sig       ] TTWO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:22.637052] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TTWO.txt
[2025-12-18T20:33:22.637192] [INFO ] [sig       ] [3228/3568] Completed TTWO in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:22.637232] [INFO ] [sig       ] [3229/3568] Forecasting TUGN...
[2025-12-18T20:33:22.637262] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-18T20:33:22.637291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-18T20:33:22.648816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-18T20:33:22.649121] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-18T20:33:22.650129] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-18T20:33:22.650179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:22.650210] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:22.650235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:22.650295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:22.714119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:22.715348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:22.715458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:22.715497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:22.840705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:22.840878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:22.840923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:22.840951] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:22.844519] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-18T20:33:22.844829] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-18T20:33:22.844959] [INFO ] [sig       ] TUGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:22.982188] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TUGN.txt
[2025-12-18T20:33:22.982354] [INFO ] [sig       ] [3229/3568] Completed TUGN in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:22.982393] [INFO ] [sig       ] [3230/3568] Forecasting TUSK...
[2025-12-18T20:33:22.982423] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-18T20:33:22.982452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-18T20:33:22.994511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-18T20:33:22.994882] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-18T20:33:22.995689] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-18T20:33:22.995741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:22.995773] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:22.995800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:22.995857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:23.052410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:23.053281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:23.053363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:23.053396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:23.170309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:23.170469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:23.170514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:23.170562] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:23.174047] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-18T20:33:23.174323] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-18T20:33:23.174445] [INFO ] [sig       ] TUSK: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:23.315278] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TUSK.txt
[2025-12-18T20:33:23.315437] [INFO ] [sig       ] [3230/3568] Completed TUSK in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:23.315477] [INFO ] [sig       ] [3231/3568] Forecasting TVC...
[2025-12-18T20:33:23.315507] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-18T20:33:23.315536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-18T20:33:23.326474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-18T20:33:23.326874] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-18T20:33:23.327795] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-18T20:33:23.327846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:23.327878] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:23.327905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:23.327961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:23.385686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:23.386451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:23.386533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:23.386566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:23.491220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:23.491363] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:33:23.491410] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:23.491440] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:23.494704] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-12-18T20:33:23.494972] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-18T20:33:23.495091] [INFO ] [sig       ] TVC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:23.633152] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TVC.txt
[2025-12-18T20:33:23.633286] [INFO ] [sig       ] [3231/3568] Completed TVC in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:23.633324] [INFO ] [sig       ] [3232/3568] Forecasting TVE...
[2025-12-18T20:33:23.633353] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-18T20:33:23.633383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-18T20:33:23.644291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-18T20:33:23.644564] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-18T20:33:23.645352] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-18T20:33:23.645405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:23.645464] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:23.645494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:23.645552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:23.703595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:23.704271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:23.704350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:23.704383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:23.808301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:23.808467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:23.808509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:23.808536] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:23.811976] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=39.61%)
[2025-12-18T20:33:23.812267] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-18T20:33:23.812420] [INFO ] [sig       ] TVE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:23.952870] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TVE.txt
[2025-12-18T20:33:23.953022] [INFO ] [sig       ] [3232/3568] Completed TVE in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:23.953062] [INFO ] [sig       ] [3233/3568] Forecasting TVTX...
[2025-12-18T20:33:23.953093] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-18T20:33:23.953124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-18T20:33:23.966836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-18T20:33:23.967149] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-18T20:33:23.967962] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-18T20:33:23.968014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:23.968046] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:23.968074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:23.968131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:24.026399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:24.027305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:24.027391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:24.027425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:24.147288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:24.147445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:24.147487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:24.147515] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:24.150829] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-18T20:33:24.151103] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-18T20:33:24.151222] [INFO ] [sig       ] TVTX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:24.288760] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TVTX.txt
[2025-12-18T20:33:24.288884] [INFO ] [sig       ] [3233/3568] Completed TVTX in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:24.288921] [INFO ] [sig       ] [3234/3568] Forecasting TWFG...
[2025-12-18T20:33:24.288951] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-18T20:33:24.288980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-18T20:33:24.300232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-18T20:33:24.300520] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-18T20:33:24.301290] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-18T20:33:24.301342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:24.301372] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:24.301399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:24.301466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:24.357002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:24.357629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:24.357705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:24.357736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:24.476093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:24.476248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:24.476290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:24.476320] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:24.479743] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-12-18T20:33:24.480018] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-18T20:33:24.480140] [INFO ] [sig       ] TWFG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:24.616838] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TWFG.txt
[2025-12-18T20:33:24.616994] [INFO ] [sig       ] [3234/3568] Completed TWFG in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:24.617034] [INFO ] [sig       ] [3235/3568] Forecasting TWG...
[2025-12-18T20:33:24.617064] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-18T20:33:24.617095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-18T20:33:24.628061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-18T20:33:24.628317] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-18T20:33:24.629101] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-18T20:33:24.629152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:24.629182] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:24.629208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:24.629263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:24.684526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:24.685144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:24.685220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:24.685252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:24.800702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:24.800854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:24.800895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:24.800956] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:24.804336] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-12-18T20:33:24.804627] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-18T20:33:24.804748] [INFO ] [sig       ] TWG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:24.943336] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TWG.txt
[2025-12-18T20:33:24.943490] [INFO ] [sig       ] [3235/3568] Completed TWG in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:24.943528] [INFO ] [sig       ] [3236/3568] Forecasting TWI...
[2025-12-18T20:33:24.943558] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-18T20:33:24.943608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-18T20:33:24.955045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-18T20:33:24.955401] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-18T20:33:24.956173] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-18T20:33:24.956237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:24.956268] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:24.956293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:24.956348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:25.013905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:25.014806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:25.014891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:25.014924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:25.131687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:25.131844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:25.131887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:25.131914] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:25.135436] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-18T20:33:25.135947] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-18T20:33:25.136076] [INFO ] [sig       ] TWI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:25.298540] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TWI.txt
[2025-12-18T20:33:25.298763] [INFO ] [sig       ] [3236/3568] Completed TWI in 0.4s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:25.298813] [INFO ] [sig       ] [3237/3568] Forecasting TWIN...
[2025-12-18T20:33:25.298855] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-18T20:33:25.298898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-18T20:33:25.311874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-18T20:33:25.312303] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-18T20:33:25.313380] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-18T20:33:25.313447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:25.313480] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:25.313508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:25.313782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:25.370550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:25.371416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:25.371502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:25.371536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:25.485957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:25.486119] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:33:25.486176] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:25.486208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:25.489622] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-18T20:33:25.489921] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-18T20:33:25.490072] [INFO ] [sig       ] TWIN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:25.631956] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TWIN.txt
[2025-12-18T20:33:25.632105] [INFO ] [sig       ] [3237/3568] Completed TWIN in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-18T20:33:25.632144] [INFO ] [sig       ] [3238/3568] Forecasting TWLO...
[2025-12-18T20:33:25.632174] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-18T20:33:25.632204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-18T20:33:25.643770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-18T20:33:25.644097] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-18T20:33:25.644919] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-18T20:33:25.644971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:25.645003] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:25.645030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:25.645086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:25.708313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:25.709405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:25.709493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:25.709529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:25.840999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:25.841149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:25.841191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:25.841220] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:25.844828] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-18T20:33:25.845164] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-18T20:33:25.845303] [INFO ] [sig       ] TWLO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:25.984820] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TWLO.txt
[2025-12-18T20:33:25.984968] [INFO ] [sig       ] [3238/3568] Completed TWLO in 0.4s | 2.94 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-18T20:33:25.985006] [INFO ] [sig       ] [3239/3568] Forecasting TWO...
[2025-12-18T20:33:25.985036] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-18T20:33:25.985065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-18T20:33:25.996756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-18T20:33:25.997138] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-18T20:33:25.997987] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-18T20:33:25.998040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:25.998073] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:25.998102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:25.998160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:26.061501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:26.062417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:26.062499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:26.062532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:26.179566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:26.179740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:26.179782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:26.179810] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:26.183129] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-18T20:33:26.183434] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-18T20:33:26.183566] [INFO ] [sig       ] TWO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:26.322936] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TWO.txt
[2025-12-18T20:33:26.323096] [INFO ] [sig       ] [3239/3568] Completed TWO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-18T20:33:26.323138] [INFO ] [sig       ] [3240/3568] Forecasting TX...
[2025-12-18T20:33:26.323168] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-18T20:33:26.323198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-18T20:33:26.334418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-18T20:33:26.334825] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-18T20:33:26.335602] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-18T20:33:26.335653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:26.335684] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:26.335710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:26.335766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:26.391521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:26.392401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:26.392487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:26.392519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:26.514073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:26.514230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:26.514270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:26.514298] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:26.518042] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-12-18T20:33:26.518366] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-18T20:33:26.518497] [INFO ] [sig       ] TX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:26.663860] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TX.txt
[2025-12-18T20:33:26.664212] [INFO ] [sig       ] [3240/3568] Completed TX in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-18T20:33:26.664252] [INFO ] [sig       ] [3241/3568] Forecasting TXG...
[2025-12-18T20:33:26.664280] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-18T20:33:26.664310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-18T20:33:26.676405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-18T20:33:26.676770] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-18T20:33:26.677557] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-18T20:33:26.677626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:26.677847] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:26.677873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:26.677928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:26.735728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:26.736599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:26.736679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:26.736711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:26.854888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:26.855041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:26.855084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:26.855113] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:26.858564] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=62.49%)
[2025-12-18T20:33:26.858897] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-18T20:33:26.859053] [INFO ] [sig       ] TXG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:27.000364] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TXG.txt
[2025-12-18T20:33:27.000534] [INFO ] [sig       ] [3241/3568] Completed TXG in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-18T20:33:27.000597] [INFO ] [sig       ] [3242/3568] Forecasting TXMD...
[2025-12-18T20:33:27.000633] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-18T20:33:27.000664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-18T20:33:27.013272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-18T20:33:27.013681] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-18T20:33:27.014469] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-18T20:33:27.014521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:27.014555] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:27.014605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:27.014664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:27.072330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:27.073216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:27.073304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:27.073371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:27.185091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:27.185250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:27.185294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:27.185326] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:27.188710] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-12-18T20:33:27.189049] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-18T20:33:27.189185] [INFO ] [sig       ] TXMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:27.330297] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TXMD.txt
[2025-12-18T20:33:27.330450] [INFO ] [sig       ] [3242/3568] Completed TXMD in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:27.330488] [INFO ] [sig       ] [3243/3568] Forecasting TXN...
[2025-12-18T20:33:27.330518] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-18T20:33:27.330548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-18T20:33:27.342067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-18T20:33:27.342353] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-18T20:33:27.343124] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-18T20:33:27.343174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:27.343205] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:27.343234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:27.343295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:27.398894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:27.399609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:27.399687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:27.399718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:27.517230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:27.517362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:27.517419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:27.517448] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:27.520842] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=73.16%)
[2025-12-18T20:33:27.521119] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-18T20:33:27.521243] [INFO ] [sig       ] TXN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:27.659558] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TXN.txt
[2025-12-18T20:33:27.659706] [INFO ] [sig       ] [3243/3568] Completed TXN in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:27.659745] [INFO ] [sig       ] [3244/3568] Forecasting TXO...
[2025-12-18T20:33:27.659776] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-18T20:33:27.659805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-18T20:33:27.671461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-18T20:33:27.671763] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-18T20:33:27.672511] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-18T20:33:27.672562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:27.672612] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:27.672639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:27.672695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:27.728708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:27.729367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:27.729445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:27.729477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:27.847095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:27.847245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:27.847287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:27.847317] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:27.850693] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=28.35%)
[2025-12-18T20:33:27.850973] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-18T20:33:27.851097] [INFO ] [sig       ] TXO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:27.988512] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TXO.txt
[2025-12-18T20:33:27.988654] [INFO ] [sig       ] [3244/3568] Completed TXO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:27.988693] [INFO ] [sig       ] [3245/3568] Forecasting TXRH...
[2025-12-18T20:33:27.988722] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-18T20:33:27.988752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-18T20:33:28.001019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-18T20:33:28.001418] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-18T20:33:28.002243] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-18T20:33:28.002296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:28.002328] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:28.002356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:28.002411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:28.060023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:28.060904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:28.060987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:28.061019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:28.182860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:28.183009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:28.183051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:28.183079] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:28.186459] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-18T20:33:28.186758] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-18T20:33:28.186886] [INFO ] [sig       ] TXRH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:28.327594] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TXRH.txt
[2025-12-18T20:33:28.327804] [INFO ] [sig       ] [3245/3568] Completed TXRH in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:28.327848] [INFO ] [sig       ] [3246/3568] Forecasting TY...
[2025-12-18T20:33:28.327879] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-18T20:33:28.327909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-18T20:33:28.339103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-18T20:33:28.339392] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-18T20:33:28.340207] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-18T20:33:28.340259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:28.340294] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:28.340322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:28.340378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:28.397538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:28.398282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:28.398363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:28.398394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:28.516240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:28.516381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:28.516423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:28.516451] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:28.519948] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-18T20:33:28.520232] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-18T20:33:28.520358] [INFO ] [sig       ] TY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:28.657765] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TY.txt
[2025-12-18T20:33:28.657895] [INFO ] [sig       ] [3246/3568] Completed TY in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:28.657934] [INFO ] [sig       ] [3247/3568] Forecasting TYG...
[2025-12-18T20:33:28.657963] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-18T20:33:28.657992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-18T20:33:28.671781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-18T20:33:28.672235] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-18T20:33:28.673290] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-18T20:33:28.673355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:28.673420] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:28.673463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:28.673554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:28.738465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:28.739375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:28.739458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:28.739494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:28.857988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:28.858131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:28.858173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:28.858201] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:28.861614] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-18T20:33:28.861891] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-18T20:33:28.862016] [INFO ] [sig       ] TYG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:29.002197] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TYG.txt
[2025-12-18T20:33:29.002331] [INFO ] [sig       ] [3247/3568] Completed TYG in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:29.002370] [INFO ] [sig       ] [3248/3568] Forecasting TYGO...
[2025-12-18T20:33:29.002399] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-18T20:33:29.002428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-18T20:33:29.013856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-18T20:33:29.014148] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-18T20:33:29.014911] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-18T20:33:29.014961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:29.014993] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:29.015019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:29.015075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:29.073178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:29.073883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:29.073963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:29.073996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:29.187613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:29.187760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:29.187803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:29.187832] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:29.191206] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-18T20:33:29.191481] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-18T20:33:29.191622] [INFO ] [sig       ] TYGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:29.331877] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/TYGO.txt
[2025-12-18T20:33:29.332027] [INFO ] [sig       ] [3248/3568] Completed TYGO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:29.332066] [INFO ] [sig       ] [3249/3568] Forecasting TYL...
[2025-12-18T20:33:29.332095] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-18T20:33:29.332126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-18T20:33:29.343691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-18T20:33:29.344061] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-18T20:33:29.344850] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-18T20:33:29.344901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:29.344969] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:29.345008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:29.345091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:29.400999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:29.401715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:29.401792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:29.401824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:29.523908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:29.524055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:29.524096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:29.524124] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:29.527393] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2025-12-18T20:33:29.527679] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-18T20:33:29.527798] [INFO ] [sig       ] TYL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:29.665167] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TYL.txt
[2025-12-18T20:33:29.665312] [INFO ] [sig       ] [3249/3568] Completed TYL in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:29.665352] [INFO ] [sig       ] [3250/3568] Forecasting TYRA...
[2025-12-18T20:33:29.665383] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-18T20:33:29.665413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-18T20:33:29.677923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-18T20:33:29.678247] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-18T20:33:29.679046] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-18T20:33:29.679097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:29.679128] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:29.679155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:29.679211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:29.735795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:29.736638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:29.736721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:29.736754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:29.872642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:29.872801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:29.872845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:29.872875] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:29.876308] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2025-12-18T20:33:29.876627] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-18T20:33:29.876754] [INFO ] [sig       ] TYRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:30.012959] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TYRA.txt
[2025-12-18T20:33:30.013145] [INFO ] [sig       ] [3250/3568] Completed TYRA in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:30.013192] [INFO ] [sig       ] [3251/3568] Forecasting TZOO...
[2025-12-18T20:33:30.013233] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-18T20:33:30.013265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-18T20:33:30.025988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-18T20:33:30.026318] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-18T20:33:30.027104] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-18T20:33:30.027156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:30.027190] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:30.027217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:30.027273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:30.082296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:30.083063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:30.083145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:30.083176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:30.203042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:30.203187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:30.203228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:30.203256] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:30.206516] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-12-18T20:33:30.206800] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-18T20:33:30.206919] [INFO ] [sig       ] TZOO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:30.342080] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/TZOO.txt
[2025-12-18T20:33:30.342198] [INFO ] [sig       ] [3251/3568] Completed TZOO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:30.342236] [INFO ] [sig       ] [3252/3568] Forecasting UAA...
[2025-12-18T20:33:30.342266] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-18T20:33:30.342298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-18T20:33:30.353652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-18T20:33:30.353928] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-18T20:33:30.354708] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-18T20:33:30.354760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:30.354792] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:30.354819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:30.354876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:30.409941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:30.410555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:30.410650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:30.410682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:30.529866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:30.530012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:30.530053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:30.530114] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:30.533405] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=33.64%)
[2025-12-18T20:33:30.533696] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-18T20:33:30.533821] [INFO ] [sig       ] UAA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:30.670415] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UAA.txt
[2025-12-18T20:33:30.670549] [INFO ] [sig       ] [3252/3568] Completed UAA in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:30.670611] [INFO ] [sig       ] [3253/3568] Forecasting UAE...
[2025-12-18T20:33:30.670643] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-18T20:33:30.670672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-18T20:33:30.682652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-18T20:33:30.683029] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-18T20:33:30.683871] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-18T20:33:30.683925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:30.683957] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:30.683985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:30.684043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:30.740354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:30.741294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:30.741383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:30.741417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:30.863961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:30.864134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:30.864179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:30.864208] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:30.867628] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-12-18T20:33:30.867910] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-18T20:33:30.868038] [INFO ] [sig       ] UAE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:31.009853] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UAE.txt
[2025-12-18T20:33:31.010005] [INFO ] [sig       ] [3253/3568] Completed UAE in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:31.010045] [INFO ] [sig       ] [3254/3568] Forecasting UAL...
[2025-12-18T20:33:31.010075] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-18T20:33:31.010104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-18T20:33:31.021379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-18T20:33:31.021731] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-18T20:33:31.022488] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-18T20:33:31.022538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:31.022569] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:31.022620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:31.022677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:31.079053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:31.079905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:31.079988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:31.080020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:31.200036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:31.200193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:31.200235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:31.200282] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:31.203669] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-18T20:33:31.203964] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-18T20:33:31.204094] [INFO ] [sig       ] UAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:31.339824] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UAL.txt
[2025-12-18T20:33:31.339967] [INFO ] [sig       ] [3254/3568] Completed UAL in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:31.340005] [INFO ] [sig       ] [3255/3568] Forecasting UBFO...
[2025-12-18T20:33:31.340036] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-18T20:33:31.340066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-18T20:33:31.351278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-18T20:33:31.351659] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-18T20:33:31.352434] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-18T20:33:31.352485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:31.352516] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:31.352541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:31.352619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:31.407853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:31.408564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:31.408662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:31.408694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:31.523816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:31.523974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:31.524019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:31.524056] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:31.527737] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-18T20:33:31.528275] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-18T20:33:31.528410] [INFO ] [sig       ] UBFO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:31.682619] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UBFO.txt
[2025-12-18T20:33:31.682768] [INFO ] [sig       ] [3255/3568] Completed UBFO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-18T20:33:31.682811] [INFO ] [sig       ] [3256/3568] Forecasting UBND...
[2025-12-18T20:33:31.682841] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-18T20:33:31.682873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-18T20:33:31.694038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-18T20:33:31.694359] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-18T20:33:31.695157] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-18T20:33:31.695210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:31.695244] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:31.695271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:31.695328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:31.752094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:31.752822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:31.752902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:31.752952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:31.874084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:31.874238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:31.874280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:31.874309] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:31.877699] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=44.44%)
[2025-12-18T20:33:31.877974] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-18T20:33:31.878101] [INFO ] [sig       ] UBND: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:32.013615] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UBND.txt
[2025-12-18T20:33:32.013751] [INFO ] [sig       ] [3256/3568] Completed UBND in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-18T20:33:32.013790] [INFO ] [sig       ] [3257/3568] Forecasting UBRL...
[2025-12-18T20:33:32.013818] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-18T20:33:32.013848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-18T20:33:32.024839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-18T20:33:32.025174] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-18T20:33:32.025960] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-18T20:33:32.026011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:32.026043] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:32.026070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:32.026125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:32.082834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:32.083661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:32.083759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:32.083796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:32.212233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:32.212374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:32.212416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:32.212444] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:32.215731] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-18T20:33:32.215998] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-18T20:33:32.216117] [INFO ] [sig       ] UBRL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:32.356327] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UBRL.txt
[2025-12-18T20:33:32.356461] [INFO ] [sig       ] [3257/3568] Completed UBRL in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-18T20:33:32.356500] [INFO ] [sig       ] [3258/3568] Forecasting UBS...
[2025-12-18T20:33:32.356528] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-18T20:33:32.356558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-18T20:33:32.368330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-18T20:33:32.368756] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-18T20:33:32.369722] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-18T20:33:32.369774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:32.369806] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:32.369847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:32.369904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:32.426181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:32.427090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:32.427175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:32.427207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:32.554391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:32.554553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:32.554617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:32.554649] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:32.558376] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2025-12-18T20:33:32.558734] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-18T20:33:32.558872] [INFO ] [sig       ] UBS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:32.697239] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UBS.txt
[2025-12-18T20:33:32.697391] [INFO ] [sig       ] [3258/3568] Completed UBS in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-18T20:33:32.697430] [INFO ] [sig       ] [3259/3568] Forecasting UBSI...
[2025-12-18T20:33:32.697460] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-18T20:33:32.697489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-18T20:33:32.709163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-18T20:33:32.709500] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-18T20:33:32.710337] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-18T20:33:32.710390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:32.710423] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:32.710451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:32.710509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:32.766461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:32.767283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:32.767398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:32.767438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:32.887613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:32.887761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:32.887802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:32.887830] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:32.891101] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-12-18T20:33:32.891368] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-18T20:33:32.891489] [INFO ] [sig       ] UBSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:33.032566] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UBSI.txt
[2025-12-18T20:33:33.032758] [INFO ] [sig       ] [3259/3568] Completed UBSI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-18T20:33:33.032811] [INFO ] [sig       ] [3260/3568] Forecasting UDMY...
[2025-12-18T20:33:33.032848] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-18T20:33:33.032880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-18T20:33:33.045072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-18T20:33:33.045501] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-18T20:33:33.046316] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-18T20:33:33.046370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:33.046404] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:33.046430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:33.046488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:33.103022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:33.103916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:33.104016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:33.104048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:33.222487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:33.222679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:33.222731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:33.222764] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:33.226747] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=64.65%)
[2025-12-18T20:33:33.227089] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-18T20:33:33.227233] [INFO ] [sig       ] UDMY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:33.380348] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UDMY.txt
[2025-12-18T20:33:33.380508] [INFO ] [sig       ] [3260/3568] Completed UDMY in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:33.380549] [INFO ] [sig       ] [3261/3568] Forecasting UE...
[2025-12-18T20:33:33.380605] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-18T20:33:33.380637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-18T20:33:33.394739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-18T20:33:33.395287] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-18T20:33:33.396235] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-18T20:33:33.396291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:33.396325] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:33.396354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:33.396413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:33.456333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:33.457565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:33.457699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:33.457732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:33.579837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:33.580069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:33.580118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:33.580192] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:33.584094] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-18T20:33:33.584414] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-18T20:33:33.584558] [INFO ] [sig       ] UE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:33.725029] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UE.txt
[2025-12-18T20:33:33.725216] [INFO ] [sig       ] [3261/3568] Completed UE in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:33.725270] [INFO ] [sig       ] [3262/3568] Forecasting UEIC...
[2025-12-18T20:33:33.725308] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-18T20:33:33.725348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-18T20:33:33.738389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-18T20:33:33.739058] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-18T20:33:33.740025] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-18T20:33:33.740077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:33.740110] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:33.740137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:33.740196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:33.796993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:33.798114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:33.798212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:33.798245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:33.920866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:33.921110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:33.921163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:33.921195] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:33.925192] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-12-18T20:33:33.925516] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-18T20:33:33.925674] [INFO ] [sig       ] UEIC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:34.067596] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UEIC.txt
[2025-12-18T20:33:34.067857] [INFO ] [sig       ] [3262/3568] Completed UEIC in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:34.067905] [INFO ] [sig       ] [3263/3568] Forecasting UFCS...
[2025-12-18T20:33:34.067936] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-18T20:33:34.067966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-18T20:33:34.081073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-18T20:33:34.081509] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-18T20:33:34.082408] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-18T20:33:34.082461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:34.082493] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:34.082519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:34.082596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:34.143033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:34.144213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:34.144339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:34.144373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:34.266385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:34.266626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:34.266675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:34.266706] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:34.270599] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-18T20:33:34.270918] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-18T20:33:34.271055] [INFO ] [sig       ] UFCS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:34.415100] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UFCS.txt
[2025-12-18T20:33:34.415299] [INFO ] [sig       ] [3263/3568] Completed UFCS in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:34.415340] [INFO ] [sig       ] [3264/3568] Forecasting UFI...
[2025-12-18T20:33:34.415370] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-18T20:33:34.415403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-18T20:33:34.428532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-18T20:33:34.429025] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-18T20:33:34.429957] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-18T20:33:34.430009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:34.430041] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:34.430067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:34.430124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:34.486937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:34.488042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:34.488136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:34.488169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:34.612362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:34.612597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:34.612649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:34.612678] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:34.616383] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-18T20:33:34.616713] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-18T20:33:34.616847] [INFO ] [sig       ] UFI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:34.759088] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UFI.txt
[2025-12-18T20:33:34.759309] [INFO ] [sig       ] [3264/3568] Completed UFI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:34.759353] [INFO ] [sig       ] [3265/3568] Forecasting UFO...
[2025-12-18T20:33:34.759383] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-18T20:33:34.759413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-18T20:33:34.773319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-18T20:33:34.773835] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-18T20:33:34.774782] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-18T20:33:34.774841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:34.774876] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:34.774901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:34.774960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:34.834669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:34.835762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:34.836048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:34.836083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:34.967516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:34.967773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:34.967826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:34.967858] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:34.972538] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=48.51%)
[2025-12-18T20:33:34.972929] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-18T20:33:34.973084] [INFO ] [sig       ] UFO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:35.119198] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UFO.txt
[2025-12-18T20:33:35.119389] [INFO ] [sig       ] [3265/3568] Completed UFO in 0.4s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:35.119431] [INFO ] [sig       ] [3266/3568] Forecasting UFPI...
[2025-12-18T20:33:35.119461] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-18T20:33:35.119490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-18T20:33:35.132793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-18T20:33:35.133173] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-18T20:33:35.134083] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-18T20:33:35.134135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:35.134201] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:35.134229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:35.134288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:35.192883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:35.193939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:35.194044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:35.194080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:35.318848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:35.319103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:35.319153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:35.319181] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:35.323131] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-18T20:33:35.323432] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-18T20:33:35.323587] [INFO ] [sig       ] UFPI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:35.467061] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UFPI.txt
[2025-12-18T20:33:35.467237] [INFO ] [sig       ] [3266/3568] Completed UFPI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:35.467279] [INFO ] [sig       ] [3267/3568] Forecasting UGI...
[2025-12-18T20:33:35.467309] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-18T20:33:35.467341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-18T20:33:35.480674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-18T20:33:35.481102] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-18T20:33:35.482016] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-18T20:33:35.482072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:35.482105] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:35.482131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:35.482189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:35.540180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:35.541279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:35.541380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:35.541413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:35.667253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:35.667530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:35.667597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:35.667630] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:35.671533] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2025-12-18T20:33:35.671892] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-18T20:33:35.672036] [INFO ] [sig       ] UGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:35.811510] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UGI.txt
[2025-12-18T20:33:35.811698] [INFO ] [sig       ] [3267/3568] Completed UGI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:35.811740] [INFO ] [sig       ] [3268/3568] Forecasting UGP...
[2025-12-18T20:33:35.811771] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-18T20:33:35.811802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-18T20:33:35.825054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-18T20:33:35.825464] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-18T20:33:35.826497] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-18T20:33:35.826598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:35.826636] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:35.826663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:35.826748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:35.884277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:35.885547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:35.885681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:35.885739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:36.011971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:36.012217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:36.012266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:36.012297] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:36.016386] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=50.50%)
[2025-12-18T20:33:36.016725] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-18T20:33:36.016864] [INFO ] [sig       ] UGP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:36.161700] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UGP.txt
[2025-12-18T20:33:36.161942] [INFO ] [sig       ] [3268/3568] Completed UGP in 0.4s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:36.161987] [INFO ] [sig       ] [3269/3568] Forecasting UHAL...
[2025-12-18T20:33:36.162020] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-18T20:33:36.162056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-18T20:33:36.176156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-18T20:33:36.176596] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-18T20:33:36.177393] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-18T20:33:36.177444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:36.177475] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:36.177500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:36.177555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:36.234781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:36.235751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:36.235850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:36.235883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:36.361860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:36.362050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:36.362114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:36.362211] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:36.366414] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=31.25%)
[2025-12-18T20:33:36.366789] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-18T20:33:36.366933] [INFO ] [sig       ] UHAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:36.512332] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UHAL.txt
[2025-12-18T20:33:36.512499] [INFO ] [sig       ] [3269/3568] Completed UHAL in 0.4s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:36.512541] [INFO ] [sig       ] [3270/3568] Forecasting UHG...
[2025-12-18T20:33:36.512594] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-18T20:33:36.512628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-18T20:33:36.523846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-18T20:33:36.524167] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-18T20:33:36.524969] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-18T20:33:36.525020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:36.525052] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:36.525078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:36.525134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:36.583213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:36.584213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:36.584301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:36.584335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:36.711149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:36.711299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:36.711341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:36.711370] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:36.714761] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-12-18T20:33:36.715040] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-18T20:33:36.715167] [INFO ] [sig       ] UHG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:36.855082] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UHG.txt
[2025-12-18T20:33:36.855208] [INFO ] [sig       ] [3270/3568] Completed UHG in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:36.855246] [INFO ] [sig       ] [3271/3568] Forecasting UHS...
[2025-12-18T20:33:36.855276] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-18T20:33:36.855305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-18T20:33:36.867650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-18T20:33:36.867967] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-18T20:33:36.868767] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-18T20:33:36.868820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:36.868867] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:36.868895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:36.868955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:36.926301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:36.926974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:36.927053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:36.927091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:37.048309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:37.048464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:37.048507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:37.048538] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:37.051950] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=55.78%)
[2025-12-18T20:33:37.052231] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-18T20:33:37.052360] [INFO ] [sig       ] UHS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:37.192937] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UHS.txt
[2025-12-18T20:33:37.193062] [INFO ] [sig       ] [3271/3568] Completed UHS in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:37.193100] [INFO ] [sig       ] [3272/3568] Forecasting UI...
[2025-12-18T20:33:37.193129] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-18T20:33:37.193160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-18T20:33:37.204180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-18T20:33:37.204478] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-18T20:33:37.205248] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-18T20:33:37.205299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:37.205331] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:37.205357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:37.205412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:37.265754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:37.266540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:37.266642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:37.266676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:37.386042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:37.386198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:37.386241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:37.386268] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:37.389672] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=69.19%)
[2025-12-18T20:33:37.389952] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-18T20:33:37.390079] [INFO ] [sig       ] UI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:37.528455] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UI.txt
[2025-12-18T20:33:37.528603] [INFO ] [sig       ] [3272/3568] Completed UI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-18T20:33:37.528644] [INFO ] [sig       ] [3273/3568] Forecasting UIS...
[2025-12-18T20:33:37.528673] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-18T20:33:37.528703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-18T20:33:37.540373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-18T20:33:37.540739] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-18T20:33:37.541534] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-18T20:33:37.541609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:37.541645] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:37.541672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:37.541730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:37.599764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:37.600464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:37.600545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:37.600596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:37.726871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:37.727024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:37.727068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:37.727096] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:37.730756] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-18T20:33:37.731029] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-18T20:33:37.731152] [INFO ] [sig       ] UIS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:37.872064] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UIS.txt
[2025-12-18T20:33:37.872214] [INFO ] [sig       ] [3273/3568] Completed UIS in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-18T20:33:37.872251] [INFO ] [sig       ] [3274/3568] Forecasting UITB...
[2025-12-18T20:33:37.872281] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-18T20:33:37.872311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-18T20:33:37.883744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-18T20:33:37.884040] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-18T20:33:37.884811] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-18T20:33:37.884862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:37.884893] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:37.884919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:37.884975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:37.940207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:37.940879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:37.940956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:37.940987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:38.058531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:38.058748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:38.058791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:38.058819] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:38.062327] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=57.42%)
[2025-12-18T20:33:38.062644] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-18T20:33:38.062774] [INFO ] [sig       ] UITB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:38.256134] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UITB.txt
[2025-12-18T20:33:38.256271] [INFO ] [sig       ] [3274/3568] Completed UITB in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-18T20:33:38.256318] [INFO ] [sig       ] [3275/3568] Forecasting UL...
[2025-12-18T20:33:38.256349] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-18T20:33:38.256380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-18T20:33:38.268252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-18T20:33:38.268531] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-18T20:33:38.269353] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-18T20:33:38.269404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:38.269435] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:38.269461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:38.269515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:38.325547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:38.326336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:38.326415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:38.326447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:38.449142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:38.449314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:38.449361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:38.449390] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:38.452682] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-18T20:33:38.452955] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-18T20:33:38.453078] [INFO ] [sig       ] UL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:38.590232] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UL.txt
[2025-12-18T20:33:38.590374] [INFO ] [sig       ] [3275/3568] Completed UL in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-18T20:33:38.590412] [INFO ] [sig       ] [3276/3568] Forecasting ULBI...
[2025-12-18T20:33:38.590442] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-18T20:33:38.590470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-18T20:33:38.601215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-18T20:33:38.601502] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-18T20:33:38.602267] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-18T20:33:38.602318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:38.602348] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:38.602375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:38.602431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:38.657831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:38.658661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:38.658771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:38.658804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:38.775415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:38.775588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:38.775631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:38.775659] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:38.778961] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: UP (p=54.63%)
[2025-12-18T20:33:38.779433] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-18T20:33:38.779563] [INFO ] [sig       ] ULBI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:38.930247] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ULBI.txt
[2025-12-18T20:33:38.930404] [INFO ] [sig       ] [3276/3568] Completed ULBI in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-18T20:33:38.930447] [INFO ] [sig       ] [3277/3568] Forecasting ULCC...
[2025-12-18T20:33:38.930490] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-18T20:33:38.930523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-18T20:33:38.943175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-18T20:33:38.943605] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-18T20:33:38.944375] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-18T20:33:38.944427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:38.944458] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:38.944484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:38.944540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:39.000048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:39.000789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:39.000872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:39.000906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:39.118613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:39.118768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:39.118810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:39.118838] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:39.122214] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=81.97%)
[2025-12-18T20:33:39.122502] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-18T20:33:39.122648] [INFO ] [sig       ] ULCC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:39.262260] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ULCC.txt
[2025-12-18T20:33:39.262419] [INFO ] [sig       ] [3277/3568] Completed ULCC in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:39.262472] [INFO ] [sig       ] [3278/3568] Forecasting ULH...
[2025-12-18T20:33:39.262510] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-18T20:33:39.262554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-18T20:33:39.273801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-18T20:33:39.274082] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-18T20:33:39.274871] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-18T20:33:39.274923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:39.274955] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:39.274983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:39.275041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:39.331957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:39.332556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:39.332652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:39.332686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:39.454377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:39.454536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:39.454620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:39.454688] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:39.458450] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=18.25%)
[2025-12-18T20:33:39.458773] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-18T20:33:39.458904] [INFO ] [sig       ] ULH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:39.611545] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ULH.txt
[2025-12-18T20:33:39.611735] [INFO ] [sig       ] [3278/3568] Completed ULH in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:39.611776] [INFO ] [sig       ] [3279/3568] Forecasting ULTA...
[2025-12-18T20:33:39.611806] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-18T20:33:39.611837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-18T20:33:39.623850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-18T20:33:39.624146] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-18T20:33:39.624950] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-18T20:33:39.625001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:39.625033] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:39.625059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:39.625114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:39.680342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:39.680968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:39.681044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:39.681076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:39.794697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:39.794829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:39.794867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:39.794895] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:39.798070] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2025-12-18T20:33:39.798337] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-18T20:33:39.798458] [INFO ] [sig       ] ULTA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:39.937678] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ULTA.txt
[2025-12-18T20:33:39.937839] [INFO ] [sig       ] [3279/3568] Completed ULTA in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:39.937878] [INFO ] [sig       ] [3280/3568] Forecasting ULY...
[2025-12-18T20:33:39.937908] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-18T20:33:39.937936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-18T20:33:39.949674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-18T20:33:39.950099] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-18T20:33:39.950958] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-18T20:33:39.951011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:39.951045] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:39.951072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:39.951130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:40.011693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:40.012639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:40.012725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:40.012801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:40.139872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:40.140051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:40.140096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:40.140126] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:40.143630] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=69.88%)
[2025-12-18T20:33:40.143943] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-18T20:33:40.144086] [INFO ] [sig       ] ULY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:40.284871] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ULY.txt
[2025-12-18T20:33:40.285005] [INFO ] [sig       ] [3280/3568] Completed ULY in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:40.285044] [INFO ] [sig       ] [3281/3568] Forecasting UMBF...
[2025-12-18T20:33:40.285087] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-18T20:33:40.285118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-18T20:33:40.296394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-18T20:33:40.296710] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-18T20:33:40.297460] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-18T20:33:40.297510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:40.297541] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:40.297567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:40.297643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:40.353901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:40.354541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:40.354636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:40.354669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:40.473964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:40.474119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:40.474160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:40.474189] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:40.477630] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-12-18T20:33:40.477903] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-18T20:33:40.478022] [INFO ] [sig       ] UMBF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:40.616587] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UMBF.txt
[2025-12-18T20:33:40.616718] [INFO ] [sig       ] [3281/3568] Completed UMBF in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:40.616757] [INFO ] [sig       ] [3282/3568] Forecasting UMC...
[2025-12-18T20:33:40.616786] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-18T20:33:40.616814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-18T20:33:40.627884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-18T20:33:40.628185] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-18T20:33:40.628951] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-18T20:33:40.629024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:40.629057] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:40.629095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:40.629151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:40.689155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:40.690043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:40.690131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:40.690165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:40.816182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:40.816339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:40.816381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:40.816425] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:40.819856] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-12-18T20:33:40.820136] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-18T20:33:40.820261] [INFO ] [sig       ] UMC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:40.959758] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UMC.txt
[2025-12-18T20:33:40.959906] [INFO ] [sig       ] [3282/3568] Completed UMC in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:40.959946] [INFO ] [sig       ] [3283/3568] Forecasting UMH...
[2025-12-18T20:33:40.959974] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-18T20:33:40.960005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-18T20:33:40.972501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-18T20:33:40.972847] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-18T20:33:40.973623] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-18T20:33:40.973673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:40.973731] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:40.973758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:40.973814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:41.030133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:41.031008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:41.031091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:41.031123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:41.147653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:41.147803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:41.147846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:41.147873] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:41.151142] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-18T20:33:41.151408] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-18T20:33:41.151529] [INFO ] [sig       ] UMH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:41.289382] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UMH.txt
[2025-12-18T20:33:41.289508] [INFO ] [sig       ] [3283/3568] Completed UMH in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:41.289545] [INFO ] [sig       ] [3284/3568] Forecasting UMMA...
[2025-12-18T20:33:41.289591] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-18T20:33:41.289624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-18T20:33:41.300530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-18T20:33:41.300848] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-18T20:33:41.301669] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-18T20:33:41.301721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:41.301753] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:41.301780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:41.301838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:41.360333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:41.360962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:41.361041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:41.361081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:41.476803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:41.476956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:41.476997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:41.477024] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:41.480312] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-18T20:33:41.480596] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-18T20:33:41.480718] [INFO ] [sig       ] UMMA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:41.618451] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UMMA.txt
[2025-12-18T20:33:41.618588] [INFO ] [sig       ] [3284/3568] Completed UMMA in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:41.618628] [INFO ] [sig       ] [3285/3568] Forecasting UNCY...
[2025-12-18T20:33:41.618659] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-18T20:33:41.618688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-18T20:33:41.629832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-18T20:33:41.630122] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-18T20:33:41.630924] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-18T20:33:41.630977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:41.631010] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:41.631037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:41.631097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:41.689681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:41.690552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:41.690655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:41.690689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:41.809233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:41.809386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:41.809427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:41.809456] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:41.813053] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-18T20:33:41.813330] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-18T20:33:41.813453] [INFO ] [sig       ] UNCY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:41.956403] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UNCY.txt
[2025-12-18T20:33:41.956546] [INFO ] [sig       ] [3285/3568] Completed UNCY in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:41.956602] [INFO ] [sig       ] [3286/3568] Forecasting UNF...
[2025-12-18T20:33:41.956635] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-18T20:33:41.956671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-18T20:33:41.968945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-18T20:33:41.969456] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-18T20:33:41.970294] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-18T20:33:41.970346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:41.970379] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:41.970406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:41.970462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:42.029533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:42.030200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:42.030282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:42.030315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:42.154401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:42.154582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:42.154637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:42.154709] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:42.158163] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-18T20:33:42.158445] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-18T20:33:42.158595] [INFO ] [sig       ] UNF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:42.298673] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UNF.txt
[2025-12-18T20:33:42.298827] [INFO ] [sig       ] [3286/3568] Completed UNF in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:42.298867] [INFO ] [sig       ] [3287/3568] Forecasting UNFI...
[2025-12-18T20:33:42.298895] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-18T20:33:42.298926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-18T20:33:42.310880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-18T20:33:42.311261] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-18T20:33:42.312096] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-18T20:33:42.312148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:42.312179] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:42.312206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:42.312263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:42.369249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:42.370008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:42.370090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:42.370125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:42.491381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:42.491537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:42.491599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:42.491630] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:42.495083] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-18T20:33:42.495430] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-18T20:33:42.495593] [INFO ] [sig       ] UNFI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:42.637006] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UNFI.txt
[2025-12-18T20:33:42.637165] [INFO ] [sig       ] [3287/3568] Completed UNFI in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:42.637205] [INFO ] [sig       ] [3288/3568] Forecasting UNM...
[2025-12-18T20:33:42.637237] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-18T20:33:42.637265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-18T20:33:42.648412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-18T20:33:42.648795] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-18T20:33:42.649646] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-18T20:33:42.649697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:42.649728] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:42.649753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:42.649821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:42.705258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:42.706197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:42.706285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:42.706316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:42.828934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:42.829109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:42.829153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:42.829182] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:42.832626] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-18T20:33:42.832903] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-18T20:33:42.833031] [INFO ] [sig       ] UNM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:42.972057] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UNM.txt
[2025-12-18T20:33:42.972197] [INFO ] [sig       ] [3288/3568] Completed UNM in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:42.972235] [INFO ] [sig       ] [3289/3568] Forecasting UNMA...
[2025-12-18T20:33:42.972264] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-18T20:33:42.972294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-18T20:33:42.983806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-18T20:33:42.984209] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-18T20:33:42.985251] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-18T20:33:42.985317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:42.985364] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:42.985401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:42.985478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:43.053510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:43.054392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:43.054501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:43.054536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:43.167520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:43.167686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:43.167731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:43.167760] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:43.171163] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-18T20:33:43.171445] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-18T20:33:43.171569] [INFO ] [sig       ] UNMA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:43.310784] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UNMA.txt
[2025-12-18T20:33:43.310907] [INFO ] [sig       ] [3289/3568] Completed UNMA in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:43.310943] [INFO ] [sig       ] [3290/3568] Forecasting UNP...
[2025-12-18T20:33:43.310972] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-18T20:33:43.311002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-18T20:33:43.322808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-18T20:33:43.323172] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-18T20:33:43.324038] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-18T20:33:43.324093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:43.324126] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:43.324154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:43.324212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:43.380229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:43.381010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:43.381092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:43.381125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:43.498506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:43.498682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:43.498736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:43.498768] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:43.502174] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=57.47%)
[2025-12-18T20:33:43.502458] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-18T20:33:43.502605] [INFO ] [sig       ] UNP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:43.638962] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UNP.txt
[2025-12-18T20:33:43.639127] [INFO ] [sig       ] [3290/3568] Completed UNP in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-18T20:33:43.639170] [INFO ] [sig       ] [3291/3568] Forecasting UNTY...
[2025-12-18T20:33:43.639203] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-18T20:33:43.639234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-18T20:33:43.650311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-18T20:33:43.650677] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-18T20:33:43.651452] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-18T20:33:43.651504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:43.651537] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:43.651563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:43.651644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:43.708865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:43.709721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:43.709805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:43.709849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:43.835639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:43.835832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:43.835886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:43.835920] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:43.839478] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=58.16%)
[2025-12-18T20:33:43.839810] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-18T20:33:43.839953] [INFO ] [sig       ] UNTY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:43.978602] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UNTY.txt
[2025-12-18T20:33:43.978742] [INFO ] [sig       ] [3291/3568] Completed UNTY in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-18T20:33:43.978787] [INFO ] [sig       ] [3292/3568] Forecasting UONE...
[2025-12-18T20:33:43.978818] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-18T20:33:43.978847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-18T20:33:43.990762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-18T20:33:43.991150] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-18T20:33:43.992083] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-18T20:33:43.992136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:43.992168] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:43.992195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:43.992252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:44.047500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:44.048416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:44.048500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:44.048532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:44.159270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:44.159431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:44.159474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:44.159502] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:44.162917] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=20.62%)
[2025-12-18T20:33:44.163207] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-18T20:33:44.163337] [INFO ] [sig       ] UONE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:44.308560] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UONE.txt
[2025-12-18T20:33:44.308731] [INFO ] [sig       ] [3292/3568] Completed UONE in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-18T20:33:44.308769] [INFO ] [sig       ] [3293/3568] Forecasting UPBD...
[2025-12-18T20:33:44.308798] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-18T20:33:44.308827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-18T20:33:44.320421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-18T20:33:44.320714] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-18T20:33:44.321489] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-18T20:33:44.321539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:44.321569] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:44.321621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:44.321677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:44.377629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:44.378444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:44.378561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:44.378616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:44.497282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:44.497439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:44.497481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:44.497509] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:44.501071] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=86.75%)
[2025-12-18T20:33:44.501363] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-18T20:33:44.501491] [INFO ] [sig       ] UPBD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:44.641737] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UPBD.txt
[2025-12-18T20:33:44.641889] [INFO ] [sig       ] [3293/3568] Completed UPBD in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-18T20:33:44.641928] [INFO ] [sig       ] [3294/3568] Forecasting UPC...
[2025-12-18T20:33:44.641957] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-18T20:33:44.641990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-18T20:33:44.653283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-18T20:33:44.653660] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-18T20:33:44.654414] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-18T20:33:44.654465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:44.654496] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:44.654522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:44.654599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:44.710685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:44.711509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:44.711613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:44.711648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:44.823793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:44.823945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:44.823986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:44.824015] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:44.827332] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-18T20:33:44.827635] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-18T20:33:44.827764] [INFO ] [sig       ] UPC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:44.965433] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UPC.txt
[2025-12-18T20:33:44.965592] [INFO ] [sig       ] [3294/3568] Completed UPC in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-18T20:33:44.965634] [INFO ] [sig       ] [3295/3568] Forecasting UPLD...
[2025-12-18T20:33:44.965665] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-18T20:33:44.965694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-18T20:33:44.977196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-18T20:33:44.977603] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-18T20:33:44.978370] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-18T20:33:44.978435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:44.978466] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:44.978493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:44.978548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:45.034670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:45.035500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:45.035604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:45.035639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:45.153619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:45.153793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:45.153854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:45.153885] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:45.157420] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2025-12-18T20:33:45.157736] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-18T20:33:45.157864] [INFO ] [sig       ] UPLD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:45.297326] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UPLD.txt
[2025-12-18T20:33:45.297482] [INFO ] [sig       ] [3295/3568] Completed UPLD in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:45.297521] [INFO ] [sig       ] [3296/3568] Forecasting UPS...
[2025-12-18T20:33:45.297551] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-18T20:33:45.297597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-18T20:33:45.309741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-18T20:33:45.310092] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-18T20:33:45.310906] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-18T20:33:45.310958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:45.310990] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:45.311015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:45.311070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:45.366407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:45.367119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:45.367214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:45.367247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:45.490803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:45.490960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:45.491003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:45.491031] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:45.494366] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=19.38%)
[2025-12-18T20:33:45.494658] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-18T20:33:45.494782] [INFO ] [sig       ] UPS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:45.632882] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UPS.txt
[2025-12-18T20:33:45.633041] [INFO ] [sig       ] [3296/3568] Completed UPS in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:45.633080] [INFO ] [sig       ] [3297/3568] Forecasting UPWK...
[2025-12-18T20:33:45.633109] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-18T20:33:45.633137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-18T20:33:45.644543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-18T20:33:45.644855] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-18T20:33:45.645622] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-18T20:33:45.645673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:45.645704] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:45.645730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:45.645786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:45.701630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:45.702359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:45.702437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:45.702468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:45.825343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:45.825496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:45.825539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:45.825586] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:45.828931] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=88.06%)
[2025-12-18T20:33:45.829236] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-18T20:33:45.829363] [INFO ] [sig       ] UPWK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:45.969244] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UPWK.txt
[2025-12-18T20:33:45.969392] [INFO ] [sig       ] [3297/3568] Completed UPWK in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:45.969430] [INFO ] [sig       ] [3298/3568] Forecasting UPXI...
[2025-12-18T20:33:45.969460] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-18T20:33:45.969489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-18T20:33:45.980857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-18T20:33:45.981212] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-18T20:33:45.982042] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-18T20:33:45.982095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:45.982127] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:45.982155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:45.982212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:46.039829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:46.040649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:46.040731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:46.040765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:46.158815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:46.158966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:46.159026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:46.159059] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:46.162460] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=61.53%)
[2025-12-18T20:33:46.162757] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-18T20:33:46.162888] [INFO ] [sig       ] UPXI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:46.308519] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UPXI.txt
[2025-12-18T20:33:46.308668] [INFO ] [sig       ] [3298/3568] Completed UPXI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:46.308716] [INFO ] [sig       ] [3299/3568] Forecasting URBN...
[2025-12-18T20:33:46.308746] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-18T20:33:46.308775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-18T20:33:46.319643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-18T20:33:46.319932] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-18T20:33:46.320704] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-18T20:33:46.320754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:46.320785] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:46.320812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:46.320868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:46.384397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:46.385316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:46.385403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:46.385437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:46.515507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:46.515676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:46.515718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:46.515750] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:46.519109] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-18T20:33:46.519383] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-18T20:33:46.519507] [INFO ] [sig       ] URBN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:46.665088] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/URBN.txt
[2025-12-18T20:33:46.665275] [INFO ] [sig       ] [3299/3568] Completed URBN in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:46.665340] [INFO ] [sig       ] [3300/3568] Forecasting URGN...
[2025-12-18T20:33:46.665388] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-18T20:33:46.665432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-18T20:33:46.677111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-18T20:33:46.677500] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-18T20:33:46.678313] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-18T20:33:46.678364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:46.678434] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:46.678462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:46.678524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:46.734786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:46.735538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:46.735639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:46.735674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:46.854921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:46.855069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:46.855110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:46.855138] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:46.858466] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-18T20:33:46.858768] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-18T20:33:46.858892] [INFO ] [sig       ] URGN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:46.998586] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/URGN.txt
[2025-12-18T20:33:46.998721] [INFO ] [sig       ] [3300/3568] Completed URGN in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:46.998761] [INFO ] [sig       ] [3301/3568] Forecasting URI...
[2025-12-18T20:33:46.998789] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-18T20:33:46.998820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-18T20:33:47.010082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-18T20:33:47.010368] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-18T20:33:47.011164] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-18T20:33:47.011215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:47.011246] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:47.011272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:47.011327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:47.069818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:47.070682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:47.070763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:47.070795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:47.196169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:47.196316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:47.196358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:47.196386] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:47.199675] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: UP (p=61.76%)
[2025-12-18T20:33:47.199942] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-18T20:33:47.200066] [INFO ] [sig       ] URI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:47.339346] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/URI.txt
[2025-12-18T20:33:47.339491] [INFO ] [sig       ] [3301/3568] Completed URI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:47.339530] [INFO ] [sig       ] [3302/3568] Forecasting URNJ...
[2025-12-18T20:33:47.339560] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-18T20:33:47.339612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-18T20:33:47.351032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-18T20:33:47.351346] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-18T20:33:47.352150] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-18T20:33:47.352202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:47.352235] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:47.352263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:47.352320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:47.412844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:47.413712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:47.413793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:47.413826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:47.538191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:47.538344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:47.538407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:47.538437] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:47.541865] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-18T20:33:47.542154] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-18T20:33:47.542289] [INFO ] [sig       ] URNJ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:47.679996] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/URNJ.txt
[2025-12-18T20:33:47.680143] [INFO ] [sig       ] [3302/3568] Completed URNJ in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:47.680182] [INFO ] [sig       ] [3303/3568] Forecasting UROY...
[2025-12-18T20:33:47.680213] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-18T20:33:47.680244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-18T20:33:47.691347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-18T20:33:47.691726] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-18T20:33:47.692551] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-18T20:33:47.692630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:47.692665] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:47.692692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:47.692754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:47.750313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:47.751167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:47.751252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:47.751285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:47.882716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:47.882862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:47.882903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:47.882967] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:47.886336] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-12-18T20:33:47.886634] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-18T20:33:47.886762] [INFO ] [sig       ] UROY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:48.024595] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UROY.txt
[2025-12-18T20:33:48.024732] [INFO ] [sig       ] [3303/3568] Completed UROY in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:48.024771] [INFO ] [sig       ] [3304/3568] Forecasting USA...
[2025-12-18T20:33:48.024800] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-18T20:33:48.024829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-18T20:33:48.036332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-18T20:33:48.036712] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-18T20:33:48.037482] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-18T20:33:48.037535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:48.037589] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:48.037620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:48.037678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:48.094515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:48.095413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:48.095498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:48.095530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:48.220024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:48.220202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:48.220251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:48.220281] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:48.223988] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-12-18T20:33:48.224341] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-18T20:33:48.224492] [INFO ] [sig       ] USA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:48.363714] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USA.txt
[2025-12-18T20:33:48.363854] [INFO ] [sig       ] [3304/3568] Completed USA in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:48.363894] [INFO ] [sig       ] [3305/3568] Forecasting USAC...
[2025-12-18T20:33:48.363926] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-18T20:33:48.363956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-18T20:33:48.375536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-18T20:33:48.375911] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-18T20:33:48.376768] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-18T20:33:48.376821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:48.376853] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:48.376880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:48.376937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:48.433609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:48.434470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:48.434557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:48.434610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:48.554884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:48.555045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:48.555088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:48.555117] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:48.558516] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-18T20:33:48.558818] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-18T20:33:48.558951] [INFO ] [sig       ] USAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:48.697120] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USAC.txt
[2025-12-18T20:33:48.697268] [INFO ] [sig       ] [3305/3568] Completed USAC in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:48.697307] [INFO ] [sig       ] [3306/3568] Forecasting USB...
[2025-12-18T20:33:48.697336] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-18T20:33:48.697367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-18T20:33:48.709459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-18T20:33:48.709846] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-18T20:33:48.710670] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-18T20:33:48.710724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:48.710792] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:48.710822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:48.710878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:48.767922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:48.768712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:48.768794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:48.768828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:48.890936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:48.891091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:48.891134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:48.891164] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:48.894527] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=68.60%)
[2025-12-18T20:33:48.894838] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-18T20:33:48.894973] [INFO ] [sig       ] USB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:49.039646] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USB.txt
[2025-12-18T20:33:49.039826] [INFO ] [sig       ] [3306/3568] Completed USB in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:49.039869] [INFO ] [sig       ] [3307/3568] Forecasting USCB...
[2025-12-18T20:33:49.039900] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-18T20:33:49.039931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-18T20:33:49.051140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-18T20:33:49.051509] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-18T20:33:49.052336] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-18T20:33:49.052392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:49.052425] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:49.052452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:49.052510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:49.109874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:49.110788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:49.110871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:49.110905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:49.222273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:49.222429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:49.222472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:49.222502] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:49.226034] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-18T20:33:49.226362] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-18T20:33:49.226501] [INFO ] [sig       ] USCB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:49.367543] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/USCB.txt
[2025-12-18T20:33:49.367691] [INFO ] [sig       ] [3307/3568] Completed USCB in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:49.367730] [INFO ] [sig       ] [3308/3568] Forecasting USDX...
[2025-12-18T20:33:49.367759] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-18T20:33:49.367788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-18T20:33:49.380470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-18T20:33:49.380813] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-18T20:33:49.381604] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-18T20:33:49.381662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:49.381693] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:49.381720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:49.381776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:49.437019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:49.437687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:49.437766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:49.437797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:49.543355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:49.543510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:49.543549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:49.543602] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:49.546866] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-12-18T20:33:49.547135] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-18T20:33:49.547253] [INFO ] [sig       ] USDX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:49.683148] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USDX.txt
[2025-12-18T20:33:49.683274] [INFO ] [sig       ] [3308/3568] Completed USDX in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-18T20:33:49.683310] [INFO ] [sig       ] [3309/3568] Forecasting USEA...
[2025-12-18T20:33:49.683340] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-18T20:33:49.683370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-18T20:33:49.694335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-18T20:33:49.694642] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-18T20:33:49.695403] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-18T20:33:49.695453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:49.695484] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:49.695510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:49.695566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:49.751508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:49.752156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:49.752232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:49.752263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:49.866761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:49.866928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:49.866972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:49.867000] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:49.870447] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-12-18T20:33:49.870744] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-18T20:33:49.870875] [INFO ] [sig       ] USEA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:50.016040] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USEA.txt
[2025-12-18T20:33:50.016207] [INFO ] [sig       ] [3309/3568] Completed USEA in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-18T20:33:50.016255] [INFO ] [sig       ] [3310/3568] Forecasting USFD...
[2025-12-18T20:33:50.016295] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-18T20:33:50.016325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-18T20:33:50.028298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-18T20:33:50.028766] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-18T20:33:50.029751] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-18T20:33:50.029807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:50.029839] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:50.029867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:50.029923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:50.088478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:50.089551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:50.089752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:50.089802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:50.237491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:50.237715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:50.237783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:50.237829] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:50.242969] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=24.11%)
[2025-12-18T20:33:50.243488] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-18T20:33:50.243731] [INFO ] [sig       ] USFD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:50.454824] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/USFD.txt
[2025-12-18T20:33:50.455007] [INFO ] [sig       ] [3310/3568] Completed USFD in 0.4s | 2.94 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-18T20:33:50.455049] [INFO ] [sig       ] [3311/3568] Forecasting USGO...
[2025-12-18T20:33:50.455082] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-18T20:33:50.455111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-18T20:33:50.470982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-18T20:33:50.471525] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-18T20:33:50.472790] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-18T20:33:50.472860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:50.472908] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:50.472951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:50.473035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:50.564801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:50.566090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:50.566226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:50.566283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:50.728195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:50.728394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:50.728457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:50.728508] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:50.733633] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=62.01%)
[2025-12-18T20:33:50.734148] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-18T20:33:50.734349] [INFO ] [sig       ] USGO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:50.953547] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USGO.txt
[2025-12-18T20:33:50.953806] [INFO ] [sig       ] [3311/3568] Completed USGO in 0.5s | 2.94 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-18T20:33:50.953873] [INFO ] [sig       ] [3312/3568] Forecasting USIG...
[2025-12-18T20:33:50.953928] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-18T20:33:50.953974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-18T20:33:50.971162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-18T20:33:50.971698] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-18T20:33:50.972938] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-18T20:33:50.973009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:50.973055] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:50.973097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:50.973202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:51.063910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:51.065169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:51.065310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:51.065368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:51.208760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:51.208950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:51.209035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:51.209076] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:51.213661] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-18T20:33:51.214175] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-18T20:33:51.214387] [INFO ] [sig       ] USIG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:51.381250] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USIG.txt
[2025-12-18T20:33:51.381404] [INFO ] [sig       ] [3312/3568] Completed USIG in 0.4s | 2.94 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-18T20:33:51.381444] [INFO ] [sig       ] [3313/3568] Forecasting USIO...
[2025-12-18T20:33:51.381475] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-18T20:33:51.381506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-18T20:33:51.393975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-18T20:33:51.394332] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-18T20:33:51.395125] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-18T20:33:51.395177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:51.395210] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:51.395236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:51.395292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:51.452602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:51.453386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:51.453465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:51.453496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:51.568526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:51.568705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:51.568747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:51.568795] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:51.572199] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-18T20:33:51.572487] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-18T20:33:51.572643] [INFO ] [sig       ] USIO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:51.711053] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/USIO.txt
[2025-12-18T20:33:51.711207] [INFO ] [sig       ] [3313/3568] Completed USIO in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:51.711246] [INFO ] [sig       ] [3314/3568] Forecasting USLM...
[2025-12-18T20:33:51.711278] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-18T20:33:51.711308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-18T20:33:51.723517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-18T20:33:51.723936] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-18T20:33:51.724739] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-18T20:33:51.724791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:51.724822] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:51.724848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:51.724904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:51.782032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:51.782914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:51.783009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:51.783042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:51.902128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:51.902282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:51.902324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:51.902353] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:51.905753] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-12-18T20:33:51.906036] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-18T20:33:51.906166] [INFO ] [sig       ] USLM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:52.047400] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USLM.txt
[2025-12-18T20:33:52.047541] [INFO ] [sig       ] [3314/3568] Completed USLM in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:52.047599] [INFO ] [sig       ] [3315/3568] Forecasting USMC...
[2025-12-18T20:33:52.047633] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-18T20:33:52.047664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-18T20:33:52.059367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-18T20:33:52.059780] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-18T20:33:52.060551] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-18T20:33:52.060623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:52.060656] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:52.060683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:52.060738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:52.117833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:52.118681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:52.118788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:52.118823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:52.232098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:52.232251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:52.232293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:52.232322] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:52.235598] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2025-12-18T20:33:52.235865] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-18T20:33:52.235987] [INFO ] [sig       ] USMC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:52.374008] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USMC.txt
[2025-12-18T20:33:52.374136] [INFO ] [sig       ] [3315/3568] Completed USMC in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:52.374173] [INFO ] [sig       ] [3316/3568] Forecasting USOI...
[2025-12-18T20:33:52.374202] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-18T20:33:52.374230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-18T20:33:52.387088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-18T20:33:52.387626] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-18T20:33:52.388553] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-18T20:33:52.388621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:52.388654] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:52.388680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:52.388735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:52.446822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:52.447472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:52.447551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:52.447611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:52.569543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:52.569689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:52.569727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:52.569755] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:52.573594] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-12-18T20:33:52.573862] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-18T20:33:52.573983] [INFO ] [sig       ] USOI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:52.713709] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/USOI.txt
[2025-12-18T20:33:52.713864] [INFO ] [sig       ] [3316/3568] Completed USOI in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:52.713904] [INFO ] [sig       ] [3317/3568] Forecasting USOY...
[2025-12-18T20:33:52.713936] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-18T20:33:52.713966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-18T20:33:52.725651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-18T20:33:52.726038] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-18T20:33:52.726813] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-18T20:33:52.726864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:52.726924] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:52.726966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:52.727024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:52.784983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:52.785868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:52.785952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:52.785985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:52.903336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:52.903493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:52.903534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:52.903562] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:52.906956] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=63.63%)
[2025-12-18T20:33:52.907268] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-18T20:33:52.907395] [INFO ] [sig       ] USOY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:53.055207] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USOY.txt
[2025-12-18T20:33:53.055385] [INFO ] [sig       ] [3317/3568] Completed USOY in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:53.055424] [INFO ] [sig       ] [3318/3568] Forecasting USTB...
[2025-12-18T20:33:53.055455] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-18T20:33:53.055485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-18T20:33:53.067629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-18T20:33:53.068000] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-18T20:33:53.068836] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-18T20:33:53.068888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:53.068919] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:53.068945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:53.069026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:53.125750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:53.126649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:53.126736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:53.126768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:53.240034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:53.240189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:53.240230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:53.240258] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:53.243618] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-12-18T20:33:53.243920] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-18T20:33:53.244052] [INFO ] [sig       ] USTB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:53.386778] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/USTB.txt
[2025-12-18T20:33:53.386931] [INFO ] [sig       ] [3318/3568] Completed USTB in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:53.386970] [INFO ] [sig       ] [3319/3568] Forecasting USVM...
[2025-12-18T20:33:53.387001] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-18T20:33:53.387030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-18T20:33:53.398912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-18T20:33:53.399310] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-18T20:33:53.400095] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-18T20:33:53.400147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:53.400178] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:53.400205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:53.400261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:53.456334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:53.457199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:53.457280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:53.457312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:53.575158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:53.575317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:53.575358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:53.575386] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:53.578694] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-18T20:33:53.578959] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-18T20:33:53.579118] [INFO ] [sig       ] USVM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:53.716032] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/USVM.txt
[2025-12-18T20:33:53.716193] [INFO ] [sig       ] [3319/3568] Completed USVM in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:53.716236] [INFO ] [sig       ] [3320/3568] Forecasting USXF...
[2025-12-18T20:33:53.716265] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-18T20:33:53.716295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-18T20:33:53.728140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-18T20:33:53.728478] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-18T20:33:53.729294] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-18T20:33:53.729351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:53.729382] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:53.729408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:53.729463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:53.789901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:53.790930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:53.791010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:53.791042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:53.911864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:53.912017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:53.912061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:53.912124] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:53.915555] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=31.15%)
[2025-12-18T20:33:53.915861] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-18T20:33:53.915993] [INFO ] [sig       ] USXF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:54.068335] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/USXF.txt
[2025-12-18T20:33:54.068547] [INFO ] [sig       ] [3320/3568] Completed USXF in 0.4s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:54.068619] [INFO ] [sig       ] [3321/3568] Forecasting UTEN...
[2025-12-18T20:33:54.068662] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-18T20:33:54.068710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-18T20:33:54.080455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-18T20:33:54.080831] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-18T20:33:54.081600] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-18T20:33:54.081651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:54.081683] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:54.081714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:54.081770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:54.149312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:54.150383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:54.150485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:54.150526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:54.281673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:54.281825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:54.281866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:54.281894] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:54.285173] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-12-18T20:33:54.285448] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-18T20:33:54.285569] [INFO ] [sig       ] UTEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:54.423923] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UTEN.txt
[2025-12-18T20:33:54.424073] [INFO ] [sig       ] [3321/3568] Completed UTEN in 0.4s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:54.424112] [INFO ] [sig       ] [3322/3568] Forecasting UTF...
[2025-12-18T20:33:54.424143] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-18T20:33:54.424175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-18T20:33:54.435406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-18T20:33:54.435740] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-18T20:33:54.436482] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-18T20:33:54.436533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:54.436564] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:54.436614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:54.436672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:54.491765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:54.492632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:54.492715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:54.492748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:54.614617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:54.614802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:54.614844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:54.614873] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:54.618264] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2025-12-18T20:33:54.618532] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-18T20:33:54.618671] [INFO ] [sig       ] UTF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:54.754264] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UTF.txt
[2025-12-18T20:33:54.754407] [INFO ] [sig       ] [3322/3568] Completed UTF in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:54.754447] [INFO ] [sig       ] [3323/3568] Forecasting UTI...
[2025-12-18T20:33:54.754476] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-18T20:33:54.754507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-18T20:33:54.767055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-18T20:33:54.767484] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-18T20:33:54.768388] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-18T20:33:54.768444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:54.768477] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:54.768504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:54.768561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:54.826756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:54.827669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:54.827754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:54.827788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:54.950298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:54.950457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:54.950500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:54.950528] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:54.953879] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-18T20:33:54.954174] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-18T20:33:54.954305] [INFO ] [sig       ] UTI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:55.095048] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UTI.txt
[2025-12-18T20:33:55.095221] [INFO ] [sig       ] [3323/3568] Completed UTI in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:55.095265] [INFO ] [sig       ] [3324/3568] Forecasting UTL...
[2025-12-18T20:33:55.095296] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-18T20:33:55.095533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-18T20:33:55.110051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-18T20:33:55.110395] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-18T20:33:55.111169] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-18T20:33:55.111220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:55.111251] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:55.111278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:55.111334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:55.170653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:55.171676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:55.171759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:55.171792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:55.291499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:55.291676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:55.291720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:55.291769] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:55.295162] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-18T20:33:55.295442] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-18T20:33:55.295595] [INFO ] [sig       ] UTL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:55.431262] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UTL.txt
[2025-12-18T20:33:55.431394] [INFO ] [sig       ] [3324/3568] Completed UTL in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:55.431433] [INFO ] [sig       ] [3325/3568] Forecasting UTMD...
[2025-12-18T20:33:55.431464] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-18T20:33:55.431492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-18T20:33:55.442390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-18T20:33:55.442731] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-18T20:33:55.443482] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-18T20:33:55.443547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:55.443595] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:55.443624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:55.443680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:55.498321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:55.499033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:55.499114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:55.499146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:55.610010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:55.610168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:55.610210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:55.610237] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:55.613526] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-18T20:33:55.613821] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-18T20:33:55.613945] [INFO ] [sig       ] UTMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:55.753258] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UTMD.txt
[2025-12-18T20:33:55.753400] [INFO ] [sig       ] [3325/3568] Completed UTMD in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-18T20:33:55.753438] [INFO ] [sig       ] [3326/3568] Forecasting UTWO...
[2025-12-18T20:33:55.753468] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-18T20:33:55.753497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-18T20:33:55.765357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-18T20:33:55.765689] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-18T20:33:55.766458] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-18T20:33:55.766509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:55.766541] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:55.766586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:55.766646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:55.823791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:55.824492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:55.824569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:55.824619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:55.951701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:55.951882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:55.951925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:55.951953] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:55.955888] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-18T20:33:55.956185] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-18T20:33:55.956332] [INFO ] [sig       ] UTWO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:56.093038] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UTWO.txt
[2025-12-18T20:33:56.093172] [INFO ] [sig       ] [3326/3568] Completed UTWO in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-18T20:33:56.093210] [INFO ] [sig       ] [3327/3568] Forecasting UTZ...
[2025-12-18T20:33:56.093246] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-18T20:33:56.093276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-18T20:33:56.105123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-18T20:33:56.105420] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-18T20:33:56.106189] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-18T20:33:56.106241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:56.106272] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:56.106299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:56.106355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:56.162927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:56.163817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:56.163935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:56.163968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:56.280187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:56.280355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:56.280398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:56.280426] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:56.283844] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-18T20:33:56.284135] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-18T20:33:56.284291] [INFO ] [sig       ] UTZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:56.426027] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UTZ.txt
[2025-12-18T20:33:56.426178] [INFO ] [sig       ] [3327/3568] Completed UTZ in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-18T20:33:56.426216] [INFO ] [sig       ] [3328/3568] Forecasting UVE...
[2025-12-18T20:33:56.426246] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-18T20:33:56.426277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-18T20:33:56.437734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-18T20:33:56.438076] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-18T20:33:56.438846] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-18T20:33:56.438897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:56.438929] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:56.438955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:56.439052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:56.495327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:56.496181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:56.496266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:56.496297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:56.613503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:56.613680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:56.613722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:56.613750] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:56.617051] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-18T20:33:56.617342] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-18T20:33:56.617470] [INFO ] [sig       ] UVE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:56.760007] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UVE.txt
[2025-12-18T20:33:56.760271] [INFO ] [sig       ] [3328/3568] Completed UVE in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-18T20:33:56.760311] [INFO ] [sig       ] [3329/3568] Forecasting UVSP...
[2025-12-18T20:33:56.760341] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-18T20:33:56.760371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-18T20:33:56.772298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-18T20:33:56.772667] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-18T20:33:56.773488] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-18T20:33:56.773540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:56.773592] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:56.773628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:56.773686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:56.828644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:56.829385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:56.829466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:56.829498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:56.948703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:56.948860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:56.948901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:56.948928] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:56.952227] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=33.21%)
[2025-12-18T20:33:56.952498] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-18T20:33:56.952640] [INFO ] [sig       ] UVSP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:57.088379] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/UVSP.txt
[2025-12-18T20:33:57.088522] [INFO ] [sig       ] [3329/3568] Completed UVSP in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-18T20:33:57.088559] [INFO ] [sig       ] [3330/3568] Forecasting UWMC...
[2025-12-18T20:33:57.088606] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-18T20:33:57.088636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-18T20:33:57.101319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-18T20:33:57.101652] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-18T20:33:57.102398] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-18T20:33:57.102474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:57.102508] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:57.102533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:57.102605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:57.157378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:57.158113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:57.158193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:57.158225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:57.275377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:57.275535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:57.275593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:57.275625] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:57.278901] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2025-12-18T20:33:57.279190] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-18T20:33:57.279313] [INFO ] [sig       ] UWMC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:57.415388] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UWMC.txt
[2025-12-18T20:33:57.415554] [INFO ] [sig       ] [3330/3568] Completed UWMC in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:33:57.415612] [INFO ] [sig       ] [3331/3568] Forecasting UXIN...
[2025-12-18T20:33:57.415643] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-18T20:33:57.415673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-18T20:33:57.426736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-18T20:33:57.427038] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-18T20:33:57.427821] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-18T20:33:57.427872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:57.427902] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:57.427928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:57.427983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:57.482947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:57.483718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:57.483796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:57.483827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:57.594119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:57.594275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:57.594318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:57.594346] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:57.597680] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-18T20:33:57.597950] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-18T20:33:57.598076] [INFO ] [sig       ] UXIN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:57.733430] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UXIN.txt
[2025-12-18T20:33:57.733587] [INFO ] [sig       ] [3331/3568] Completed UXIN in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:33:57.733628] [INFO ] [sig       ] [3332/3568] Forecasting UYLD...
[2025-12-18T20:33:57.733658] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-18T20:33:57.733687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-18T20:33:57.745088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-18T20:33:57.745431] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-18T20:33:57.746212] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-18T20:33:57.746264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:57.746295] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:57.746322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:57.746378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:57.801328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:57.802031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:57.802108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:57.802139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:57.911521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:57.911694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:57.911735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:57.911762] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:57.915030] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=63.94%)
[2025-12-18T20:33:57.915306] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-18T20:33:57.915430] [INFO ] [sig       ] UYLD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:58.050692] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UYLD.txt
[2025-12-18T20:33:58.050825] [INFO ] [sig       ] [3332/3568] Completed UYLD in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:33:58.050863] [INFO ] [sig       ] [3333/3568] Forecasting UZE...
[2025-12-18T20:33:58.050892] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-18T20:33:58.050922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-18T20:33:58.064848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-18T20:33:58.065220] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-18T20:33:58.066024] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-18T20:33:58.066076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:58.066107] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:58.066133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:58.066188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:58.120826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:58.121554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:58.121650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:58.121683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:58.228388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:58.228749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:58.228789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:58.228817] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:58.232471] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-18T20:33:58.232762] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-18T20:33:58.232885] [INFO ] [sig       ] UZE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:58.369583] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/UZE.txt
[2025-12-18T20:33:58.369734] [INFO ] [sig       ] [3333/3568] Completed UZE in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:33:58.369773] [INFO ] [sig       ] [3334/3568] Forecasting VAC...
[2025-12-18T20:33:58.369802] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-18T20:33:58.369832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-18T20:33:58.380877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-18T20:33:58.381198] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-18T20:33:58.381982] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-18T20:33:58.382032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:58.382091] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:58.382118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:58.382174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:58.436884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:58.437600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:58.437679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:58.437712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:58.553124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:58.553279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:58.553321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:58.553350] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:58.556683] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-18T20:33:58.556960] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-18T20:33:58.557083] [INFO ] [sig       ] VAC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:33:58.692338] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VAC.txt
[2025-12-18T20:33:58.692479] [INFO ] [sig       ] [3334/3568] Completed VAC in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:33:58.692518] [INFO ] [sig       ] [3335/3568] Forecasting VAL...
[2025-12-18T20:33:58.692548] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-18T20:33:58.692596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-18T20:33:58.703989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-18T20:33:58.704339] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-18T20:33:58.705124] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-18T20:33:58.705177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:58.705210] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:58.705235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:58.705290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:58.760516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:58.761322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:58.761403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:58.761435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:58.890406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:58.890590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:58.890635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:58.890664] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:58.894109] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-18T20:33:58.894421] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-18T20:33:58.894547] [INFO ] [sig       ] VAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:59.031024] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VAL.txt
[2025-12-18T20:33:59.031155] [INFO ] [sig       ] [3335/3568] Completed VAL in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:33:59.031194] [INFO ] [sig       ] [3336/3568] Forecasting VALE...
[2025-12-18T20:33:59.031222] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-18T20:33:59.031253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-18T20:33:59.042645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-18T20:33:59.042962] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-18T20:33:59.043725] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-18T20:33:59.043775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:59.043807] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:59.043833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:59.043888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:59.098674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:59.099362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:59.099442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:59.099473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:59.215987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:59.216130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:59.216170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:59.216198] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:59.219474] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=26.82%)
[2025-12-18T20:33:59.219760] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-18T20:33:59.219884] [INFO ] [sig       ] VALE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:59.355149] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VALE.txt
[2025-12-18T20:33:59.355285] [INFO ] [sig       ] [3336/3568] Completed VALE in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:33:59.355323] [INFO ] [sig       ] [3337/3568] Forecasting VALN...
[2025-12-18T20:33:59.355354] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-18T20:33:59.355384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-18T20:33:59.366244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-18T20:33:59.366551] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-18T20:33:59.367313] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-18T20:33:59.367364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:59.367395] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:59.367421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:59.367476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:59.422262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:59.422985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:59.423065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:59.423097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:59.535335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:59.535480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:59.535540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:59.535615] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:59.539029] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=44.75%)
[2025-12-18T20:33:59.539331] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-18T20:33:59.539465] [INFO ] [sig       ] VALN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:33:59.686301] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VALN.txt
[2025-12-18T20:33:59.686466] [INFO ] [sig       ] [3337/3568] Completed VALN in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:33:59.686506] [INFO ] [sig       ] [3338/3568] Forecasting VANI...
[2025-12-18T20:33:59.686537] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-18T20:33:59.686582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-18T20:33:59.702809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-18T20:33:59.703288] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-18T20:33:59.704398] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-18T20:33:59.704468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:33:59.704518] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:33:59.704560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:33:59.704670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:33:59.774365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:33:59.775336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:33:59.775424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:33:59.775457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:33:59.896279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:33:59.896443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:33:59.896485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:33:59.896514] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:33:59.899889] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-12-18T20:33:59.900211] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-18T20:33:59.900360] [INFO ] [sig       ] VANI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:00.040414] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VANI.txt
[2025-12-18T20:34:00.040566] [INFO ] [sig       ] [3338/3568] Completed VANI in 0.4s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:34:00.040626] [INFO ] [sig       ] [3339/3568] Forecasting VBF...
[2025-12-18T20:34:00.040657] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-18T20:34:00.040687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-18T20:34:00.052261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-18T20:34:00.052650] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-18T20:34:00.053421] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-18T20:34:00.053473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:00.053504] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:00.053531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:00.053605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:00.112738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:00.113635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:00.113720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:00.113754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:00.234746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:00.234903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:00.234945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:00.234974] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:00.238327] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=19.95%)
[2025-12-18T20:34:00.238649] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-18T20:34:00.238780] [INFO ] [sig       ] VBF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:00.379363] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VBF.txt
[2025-12-18T20:34:00.379520] [INFO ] [sig       ] [3339/3568] Completed VBF in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:34:00.379558] [INFO ] [sig       ] [3340/3568] Forecasting VBNK...
[2025-12-18T20:34:00.379608] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-18T20:34:00.379641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-18T20:34:00.394259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-18T20:34:00.394687] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-18T20:34:00.395456] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-18T20:34:00.395507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:00.395538] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:00.395564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:00.395647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:00.463274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:00.464118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:00.464203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:00.464235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:00.584734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:00.584895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:00.584936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:00.584963] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:00.588486] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=80.84%)
[2025-12-18T20:34:00.588833] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-18T20:34:00.588968] [INFO ] [sig       ] VBNK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:00.729125] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VBNK.txt
[2025-12-18T20:34:00.729284] [INFO ] [sig       ] [3340/3568] Completed VBNK in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:34:00.729324] [INFO ] [sig       ] [3341/3568] Forecasting VC...
[2025-12-18T20:34:00.729355] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-18T20:34:00.729385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-18T20:34:00.742816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-18T20:34:00.743188] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-18T20:34:00.744004] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-18T20:34:00.744058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:00.744102] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:00.744131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:00.744187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:00.806035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:00.806843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:00.806928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:00.806961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:00.929849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:00.930015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:00.930060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:00.930088] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:00.933641] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=11.21%)
[2025-12-18T20:34:00.933928] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-18T20:34:00.934058] [INFO ] [sig       ] VC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:01.073844] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VC.txt
[2025-12-18T20:34:01.074019] [INFO ] [sig       ] [3341/3568] Completed VC in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:34:01.074063] [INFO ] [sig       ] [3342/3568] Forecasting VCEL...
[2025-12-18T20:34:01.074094] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-18T20:34:01.074125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-18T20:34:01.087589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-18T20:34:01.087969] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-18T20:34:01.088772] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-18T20:34:01.088825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:01.088857] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:01.088884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:01.088946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:01.145604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:01.146468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:01.146559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:01.146616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:01.265710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:01.265873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:01.265918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:01.265947] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:01.269426] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-12-18T20:34:01.269752] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-18T20:34:01.269888] [INFO ] [sig       ] VCEL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:01.414079] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VCEL.txt
[2025-12-18T20:34:01.414247] [INFO ] [sig       ] [3342/3568] Completed VCEL in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:34:01.414296] [INFO ] [sig       ] [3343/3568] Forecasting VCRB...
[2025-12-18T20:34:01.414328] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-18T20:34:01.414360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-18T20:34:01.426609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-18T20:34:01.426990] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-18T20:34:01.427841] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-18T20:34:01.427895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:01.427926] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:01.427952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:01.428009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:01.484466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:01.485327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:01.485410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:01.485442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:01.615438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:01.615614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:01.615658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:01.615686] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:01.619364] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-18T20:34:01.619693] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-18T20:34:01.619826] [INFO ] [sig       ] VCRB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:01.759542] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VCRB.txt
[2025-12-18T20:34:01.759686] [INFO ] [sig       ] [3343/3568] Completed VCRB in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-18T20:34:01.759725] [INFO ] [sig       ] [3344/3568] Forecasting VCSH...
[2025-12-18T20:34:01.759753] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-18T20:34:01.759784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-18T20:34:01.772793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-18T20:34:01.773238] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-18T20:34:01.774329] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-18T20:34:01.774399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:01.774446] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:01.774482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:01.774543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:01.840011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:01.840867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:01.840979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:01.841013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:01.963316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:01.963464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:01.963508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:01.963536] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:01.966892] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=30.62%)
[2025-12-18T20:34:01.967170] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-18T20:34:01.967297] [INFO ] [sig       ] VCSH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:02.106927] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VCSH.txt
[2025-12-18T20:34:02.107048] [INFO ] [sig       ] [3344/3568] Completed VCSH in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-18T20:34:02.107092] [INFO ] [sig       ] [3345/3568] Forecasting VECO...
[2025-12-18T20:34:02.107123] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-18T20:34:02.107152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-18T20:34:02.124147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-18T20:34:02.124504] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-18T20:34:02.125290] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-18T20:34:02.125342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:02.125374] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:02.125400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:02.125456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:02.182480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:02.183136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:02.183215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:02.183247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:02.301214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:02.301352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:02.301391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:02.301420] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:02.304871] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=34.37%)
[2025-12-18T20:34:02.305145] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-18T20:34:02.305271] [INFO ] [sig       ] VECO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:02.445398] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VECO.txt
[2025-12-18T20:34:02.445549] [INFO ] [sig       ] [3345/3568] Completed VECO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-18T20:34:02.445607] [INFO ] [sig       ] [3346/3568] Forecasting VEEE...
[2025-12-18T20:34:02.445638] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-18T20:34:02.445668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-18T20:34:02.456815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-18T20:34:02.457109] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-18T20:34:02.457922] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-18T20:34:02.457976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:02.458027] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:02.458073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:02.458132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:02.516730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:02.517566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:02.517666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:02.517699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:02.634785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:02.634938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:02.634981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:02.635010] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:02.638356] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-12-18T20:34:02.638651] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-18T20:34:02.638795] [INFO ] [sig       ] VEEE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:02.776559] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VEEE.txt
[2025-12-18T20:34:02.776721] [INFO ] [sig       ] [3346/3568] Completed VEEE in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-18T20:34:02.776762] [INFO ] [sig       ] [3347/3568] Forecasting VEL...
[2025-12-18T20:34:02.776790] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-18T20:34:02.776821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-18T20:34:02.788327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-18T20:34:02.788718] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-18T20:34:02.789944] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-18T20:34:02.790007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:02.790054] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:02.790096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:02.790180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:02.850281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:02.851180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:02.851266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:02.851301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:02.982102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:02.982279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:02.982334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:02.982375] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:02.987048] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=60.74%)
[2025-12-18T20:34:02.987414] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-18T20:34:02.987597] [INFO ] [sig       ] VEL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:03.128510] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VEL.txt
[2025-12-18T20:34:03.128687] [INFO ] [sig       ] [3347/3568] Completed VEL in 0.4s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-18T20:34:03.128729] [INFO ] [sig       ] [3348/3568] Forecasting VEON...
[2025-12-18T20:34:03.128758] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-18T20:34:03.128788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-18T20:34:03.142247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-18T20:34:03.142634] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-18T20:34:03.143441] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-18T20:34:03.143495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:03.143527] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:03.143554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:03.143635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:03.200504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:03.201222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:03.201302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:03.201335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:03.328647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:03.328779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:03.328820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:03.328864] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:03.332274] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=76.75%)
[2025-12-18T20:34:03.332546] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-18T20:34:03.332687] [INFO ] [sig       ] VEON: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:03.472249] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VEON.txt
[2025-12-18T20:34:03.472367] [INFO ] [sig       ] [3348/3568] Completed VEON in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:03.472405] [INFO ] [sig       ] [3349/3568] Forecasting VERA...
[2025-12-18T20:34:03.472434] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-18T20:34:03.472465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-18T20:34:03.483724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-18T20:34:03.484027] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-18T20:34:03.484824] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-18T20:34:03.484877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:03.484909] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:03.484937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:03.484993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:03.542475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:03.543155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:03.543233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:03.543270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:03.659505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:03.659675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:03.659718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:03.659749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:03.663101] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-12-18T20:34:03.663381] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-18T20:34:03.663507] [INFO ] [sig       ] VERA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:03.801021] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VERA.txt
[2025-12-18T20:34:03.801149] [INFO ] [sig       ] [3349/3568] Completed VERA in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:03.801188] [INFO ] [sig       ] [3350/3568] Forecasting VERI...
[2025-12-18T20:34:03.801218] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-18T20:34:03.801247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-18T20:34:03.812400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-18T20:34:03.812748] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-18T20:34:03.813524] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-18T20:34:03.813594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:03.813630] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:03.813658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:03.813716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:03.870764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:03.871510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:03.871626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:03.871662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:03.990552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:03.990721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:03.990764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:03.990794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:03.994263] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-12-18T20:34:03.994569] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-18T20:34:03.994714] [INFO ] [sig       ] VERI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:04.132276] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VERI.txt
[2025-12-18T20:34:04.132407] [INFO ] [sig       ] [3350/3568] Completed VERI in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:04.132444] [INFO ] [sig       ] [3351/3568] Forecasting VERO...
[2025-12-18T20:34:04.132474] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-18T20:34:04.132503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-18T20:34:04.143195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-18T20:34:04.143517] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-18T20:34:04.144321] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-18T20:34:04.144373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:04.144439] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:04.144479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:04.144561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:04.201217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:04.201992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:04.202076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:04.202109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:04.321552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:04.321720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:04.321763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:04.321792] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:04.325152] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-18T20:34:04.325430] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-18T20:34:04.325560] [INFO ] [sig       ] VERO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:04.462232] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VERO.txt
[2025-12-18T20:34:04.462363] [INFO ] [sig       ] [3351/3568] Completed VERO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:04.462401] [INFO ] [sig       ] [3352/3568] Forecasting VERX...
[2025-12-18T20:34:04.462431] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-18T20:34:04.462460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-18T20:34:04.473388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-18T20:34:04.473730] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-18T20:34:04.474480] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-18T20:34:04.474530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:04.474590] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:04.474622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:04.474679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:04.531556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:04.532316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:04.532398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:04.532431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:04.650680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:04.650828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:04.650870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:04.650900] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:04.654327] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-18T20:34:04.654619] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-18T20:34:04.654746] [INFO ] [sig       ] VERX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:04.791741] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VERX.txt
[2025-12-18T20:34:04.791872] [INFO ] [sig       ] [3352/3568] Completed VERX in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:04.791911] [INFO ] [sig       ] [3353/3568] Forecasting VFC...
[2025-12-18T20:34:04.791941] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-18T20:34:04.791970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-18T20:34:04.804128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-18T20:34:04.804478] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-18T20:34:04.805299] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-18T20:34:04.805351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:04.805384] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:04.805413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:04.805470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:04.862990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:04.863676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:04.863755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:04.863787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:04.983381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:04.983546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:04.983614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:04.983647] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:04.986955] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-18T20:34:04.987231] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-18T20:34:04.987360] [INFO ] [sig       ] VFC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:05.126444] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VFC.txt
[2025-12-18T20:34:05.126587] [INFO ] [sig       ] [3353/3568] Completed VFC in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:05.126627] [INFO ] [sig       ] [3354/3568] Forecasting VFF...
[2025-12-18T20:34:05.126657] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-18T20:34:05.126688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-18T20:34:05.137780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-18T20:34:05.138107] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-18T20:34:05.138934] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-18T20:34:05.138986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:05.139049] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:05.139076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:05.139133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:05.197224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:05.197856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:05.197940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:05.197975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:05.323069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:05.323228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:05.323272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:05.323336] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:05.326795] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-18T20:34:05.327082] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-18T20:34:05.327214] [INFO ] [sig       ] VFF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:05.466713] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VFF.txt
[2025-12-18T20:34:05.466874] [INFO ] [sig       ] [3354/3568] Completed VFF in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:05.466921] [INFO ] [sig       ] [3355/3568] Forecasting VFLO...
[2025-12-18T20:34:05.466965] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-18T20:34:05.467005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-18T20:34:05.479022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-18T20:34:05.479417] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-18T20:34:05.480244] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-18T20:34:05.480298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:05.480329] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:05.480357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:05.480414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:05.538206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:05.539103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:05.539190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:05.539223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:05.666309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:05.666477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:05.666526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:05.666556] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:05.670002] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-18T20:34:05.670276] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-18T20:34:05.670408] [INFO ] [sig       ] VFLO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:05.820844] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VFLO.txt
[2025-12-18T20:34:05.820987] [INFO ] [sig       ] [3355/3568] Completed VFLO in 0.4s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:05.821026] [INFO ] [sig       ] [3356/3568] Forecasting VFS...
[2025-12-18T20:34:05.821057] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-18T20:34:05.821094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-18T20:34:05.832279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-18T20:34:05.832606] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-18T20:34:05.833366] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-18T20:34:05.833417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:05.833449] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:05.833475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:05.833531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:05.892095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:05.893030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:05.893121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:05.893156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:06.016747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:06.016903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:06.016946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:06.016987] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:06.020455] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-12-18T20:34:06.020758] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-18T20:34:06.020892] [INFO ] [sig       ] VFS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:06.161039] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VFS.txt
[2025-12-18T20:34:06.161183] [INFO ] [sig       ] [3356/3568] Completed VFS in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:06.161222] [INFO ] [sig       ] [3357/3568] Forecasting VGI...
[2025-12-18T20:34:06.161252] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-18T20:34:06.161283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-18T20:34:06.172068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-18T20:34:06.172346] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-18T20:34:06.173116] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-18T20:34:06.173167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:06.173197] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:06.173222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:06.173277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:06.228113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:06.228784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:06.228860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:06.228892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:06.338530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:06.338696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:06.338737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:06.338766] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:06.342068] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-18T20:34:06.342344] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-18T20:34:06.342462] [INFO ] [sig       ] VGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:06.481546] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VGI.txt
[2025-12-18T20:34:06.481705] [INFO ] [sig       ] [3357/3568] Completed VGI in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:06.481745] [INFO ] [sig       ] [3358/3568] Forecasting VGM...
[2025-12-18T20:34:06.481775] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-18T20:34:06.481804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-18T20:34:06.492942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-18T20:34:06.493219] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-18T20:34:06.493993] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-18T20:34:06.494045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:06.494100] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:06.494128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:06.494184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:06.550104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:06.550745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:06.550821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:06.550853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:06.669803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:06.669961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:06.670006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:06.670035] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:06.673448] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-18T20:34:06.673744] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-18T20:34:06.673869] [INFO ] [sig       ] VGM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:06.810369] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VGM.txt
[2025-12-18T20:34:06.810514] [INFO ] [sig       ] [3358/3568] Completed VGM in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:06.810553] [INFO ] [sig       ] [3359/3568] Forecasting VGSH...
[2025-12-18T20:34:06.810603] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-18T20:34:06.810634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-18T20:34:06.821853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-18T20:34:06.822156] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-18T20:34:06.822930] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-18T20:34:06.822982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:06.823013] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:06.823039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:06.823095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:06.878813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:06.879637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:06.879717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:06.879749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:06.996520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:06.996688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:06.996732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:06.996760] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:07.000108] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-18T20:34:07.000379] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-18T20:34:07.000504] [INFO ] [sig       ] VGSH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:07.137383] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VGSH.txt
[2025-12-18T20:34:07.137527] [INFO ] [sig       ] [3359/3568] Completed VGSH in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:07.137566] [INFO ] [sig       ] [3360/3568] Forecasting VICI...
[2025-12-18T20:34:07.137613] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-18T20:34:07.137644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-18T20:34:07.153218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-18T20:34:07.153693] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-18T20:34:07.154812] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-18T20:34:07.154879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:07.154929] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:07.154973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:07.155061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:07.220108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:07.221013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:07.221103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:07.221136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:07.341361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:07.341520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:07.341562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:07.341614] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:07.345094] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-18T20:34:07.345467] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-18T20:34:07.345633] [INFO ] [sig       ] VICI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:07.489210] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VICI.txt
[2025-12-18T20:34:07.489360] [INFO ] [sig       ] [3360/3568] Completed VICI in 0.4s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:07.489399] [INFO ] [sig       ] [3361/3568] Forecasting VIGI...
[2025-12-18T20:34:07.489430] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-18T20:34:07.489460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-18T20:34:07.501476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-18T20:34:07.501871] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-18T20:34:07.502694] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-18T20:34:07.502749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:07.502781] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:07.502811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:07.502868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:07.560768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:07.561644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:07.561764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:07.561799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:07.683249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:07.683403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:07.683444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:07.683473] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:07.686754] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-18T20:34:07.687020] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-18T20:34:07.687139] [INFO ] [sig       ] VIGI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:07.824528] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VIGI.txt
[2025-12-18T20:34:07.824698] [INFO ] [sig       ] [3361/3568] Completed VIGI in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-18T20:34:07.824738] [INFO ] [sig       ] [3362/3568] Forecasting VINP...
[2025-12-18T20:34:07.824769] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-18T20:34:07.824799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-18T20:34:07.836258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-18T20:34:07.836547] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-18T20:34:07.837321] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-18T20:34:07.837373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:07.837404] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:07.837430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:07.837487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:07.892105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:07.892991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:07.893069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:07.893101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:08.010484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:08.010658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:08.010701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:08.010731] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:08.014113] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-12-18T20:34:08.014387] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-18T20:34:08.014515] [INFO ] [sig       ] VINP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:08.163628] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VINP.txt
[2025-12-18T20:34:08.163778] [INFO ] [sig       ] [3362/3568] Completed VINP in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-18T20:34:08.163817] [INFO ] [sig       ] [3363/3568] Forecasting VIPS...
[2025-12-18T20:34:08.163847] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-18T20:34:08.163878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-18T20:34:08.175557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-18T20:34:08.175889] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-18T20:34:08.176683] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-18T20:34:08.176736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:08.176768] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:08.176795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:08.176869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:08.233631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:08.234361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:08.234445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:08.234478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:08.364711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:08.364866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:08.364908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:08.364938] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:08.368506] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2025-12-18T20:34:08.368810] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-18T20:34:08.368940] [INFO ] [sig       ] VIPS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:08.511802] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VIPS.txt
[2025-12-18T20:34:08.511944] [INFO ] [sig       ] [3363/3568] Completed VIPS in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-18T20:34:08.511982] [INFO ] [sig       ] [3364/3568] Forecasting VIRC...
[2025-12-18T20:34:08.512011] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-18T20:34:08.512041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-18T20:34:08.524141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-18T20:34:08.524425] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-18T20:34:08.525439] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-18T20:34:08.525491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:08.525523] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:08.525549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:08.525628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:08.584946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:08.585853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:08.585938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:08.585970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:08.705644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:08.705731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:08.705769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:08.705798] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:08.708819] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=54.31%)
[2025-12-18T20:34:08.709099] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-18T20:34:08.709221] [INFO ] [sig       ] VIRC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:08.847071] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VIRC.txt
[2025-12-18T20:34:08.847201] [INFO ] [sig       ] [3364/3568] Completed VIRC in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-18T20:34:08.847240] [INFO ] [sig       ] [3365/3568] Forecasting VITL...
[2025-12-18T20:34:08.847270] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-18T20:34:08.847299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-18T20:34:08.858346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-18T20:34:08.858629] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-18T20:34:08.859408] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-18T20:34:08.859469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:08.859501] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:08.859526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:08.859604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:08.914492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:08.915095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:08.915169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:08.915200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:09.036337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:09.036460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:09.036497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:09.036525] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:09.039618] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-18T20:34:09.039880] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-18T20:34:09.040000] [INFO ] [sig       ] VITL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:09.176805] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VITL.txt
[2025-12-18T20:34:09.176910] [INFO ] [sig       ] [3365/3568] Completed VITL in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-18T20:34:09.176947] [INFO ] [sig       ] [3366/3568] Forecasting VKQ...
[2025-12-18T20:34:09.176976] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-18T20:34:09.177007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-18T20:34:09.187488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-18T20:34:09.187763] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-18T20:34:09.188498] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-18T20:34:09.188548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:09.188602] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:09.188631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:09.188688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:09.243505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:09.244086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:09.244159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:09.244190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:09.361036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:09.361125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:09.361160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:09.361187] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:09.364165] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=74.84%)
[2025-12-18T20:34:09.364419] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-18T20:34:09.364538] [INFO ] [sig       ] VKQ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:09.500025] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VKQ.txt
[2025-12-18T20:34:09.500129] [INFO ] [sig       ] [3366/3568] Completed VKQ in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:09.500166] [INFO ] [sig       ] [3367/3568] Forecasting VKTX...
[2025-12-18T20:34:09.500196] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-18T20:34:09.500224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-18T20:34:09.511139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-18T20:34:09.511393] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-18T20:34:09.512147] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-18T20:34:09.512198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:09.512229] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:09.512254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:09.512309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:09.567423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:09.568006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:09.568081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:09.568111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:09.685004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:09.685091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:09.685125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:09.685155] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:09.688142] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-18T20:34:09.688396] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-18T20:34:09.688516] [INFO ] [sig       ] VKTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:09.825150] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VKTX.txt
[2025-12-18T20:34:09.825255] [INFO ] [sig       ] [3367/3568] Completed VKTX in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:09.825292] [INFO ] [sig       ] [3368/3568] Forecasting VLGEA...
[2025-12-18T20:34:09.825321] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-18T20:34:09.825350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-18T20:34:09.836332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-18T20:34:09.836606] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-18T20:34:09.837333] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-18T20:34:09.837385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:09.837440] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:09.837468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:09.837525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:09.892247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:09.892838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:09.892916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:09.892946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:10.012669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:10.012768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:10.012804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:10.012832] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:10.015888] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=15.13%)
[2025-12-18T20:34:10.016149] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-18T20:34:10.016268] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:10.153047] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VLGEA.txt
[2025-12-18T20:34:10.153203] [INFO ] [sig       ] [3368/3568] Completed VLGEA in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:10.153243] [INFO ] [sig       ] [3369/3568] Forecasting VLN...
[2025-12-18T20:34:10.153272] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-18T20:34:10.153304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-18T20:34:10.164917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-18T20:34:10.165172] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-18T20:34:10.165939] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-18T20:34:10.165990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:10.166021] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:10.166047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:10.166103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:10.221923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:10.222485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:10.222560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:10.222609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:10.339794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:10.339907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:10.339946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:10.339974] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:10.343105] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2025-12-18T20:34:10.343371] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-18T20:34:10.343495] [INFO ] [sig       ] VLN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:10.480742] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VLN.txt
[2025-12-18T20:34:10.480848] [INFO ] [sig       ] [3369/3568] Completed VLN in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:10.480884] [INFO ] [sig       ] [3370/3568] Forecasting VLO...
[2025-12-18T20:34:10.480913] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-18T20:34:10.480941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-18T20:34:10.492389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-18T20:34:10.492670] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-18T20:34:10.493406] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-18T20:34:10.493456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:10.493488] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:10.493514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:10.493595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:10.552616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:10.553219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:10.553293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:10.553324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:10.674099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:10.674221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:10.674259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:10.674287] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:10.678044] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-12-18T20:34:10.678325] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-18T20:34:10.678444] [INFO ] [sig       ] VLO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:10.835103] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VLO.txt
[2025-12-18T20:34:10.835265] [INFO ] [sig       ] [3370/3568] Completed VLO in 0.4s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:10.835324] [INFO ] [sig       ] [3371/3568] Forecasting VLRS...
[2025-12-18T20:34:10.835363] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-18T20:34:10.835401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-18T20:34:10.847984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-18T20:34:10.848278] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-18T20:34:10.849205] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-18T20:34:10.849263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:10.849294] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:10.849321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:10.849377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:10.906185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:10.906796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:10.906877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:10.906908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:11.023630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:11.023732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:11.023766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:11.023824] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:11.026901] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=51.62%)
[2025-12-18T20:34:11.027160] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-18T20:34:11.027279] [INFO ] [sig       ] VLRS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:11.166876] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VLRS.txt
[2025-12-18T20:34:11.167014] [INFO ] [sig       ] [3371/3568] Completed VLRS in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:11.167053] [INFO ] [sig       ] [3372/3568] Forecasting VLTO...
[2025-12-18T20:34:11.167082] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-18T20:34:11.167111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-18T20:34:11.180146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-18T20:34:11.180552] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-18T20:34:11.181392] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-18T20:34:11.181446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:11.181478] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:11.181504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:11.181561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:11.241565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:11.242446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:11.242535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:11.242566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:11.365997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:11.366177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:11.366224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:11.366253] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:11.369743] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2025-12-18T20:34:11.370026] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-18T20:34:11.370155] [INFO ] [sig       ] VLTO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:11.507865] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VLTO.txt
[2025-12-18T20:34:11.508016] [INFO ] [sig       ] [3372/3568] Completed VLTO in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:11.508055] [INFO ] [sig       ] [3373/3568] Forecasting VLY...
[2025-12-18T20:34:11.508086] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-18T20:34:11.508115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-18T20:34:11.519220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-18T20:34:11.519588] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-18T20:34:11.520350] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-18T20:34:11.520401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:11.520431] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:11.520456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:11.520512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:11.578099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:11.578892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:11.578977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:11.579030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:11.699786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:11.699952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:11.699994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:11.700023] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:11.703402] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-12-18T20:34:11.703702] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-18T20:34:11.703831] [INFO ] [sig       ] VLY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:11.848900] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VLY.txt
[2025-12-18T20:34:11.849093] [INFO ] [sig       ] [3373/3568] Completed VLY in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:11.849136] [INFO ] [sig       ] [3374/3568] Forecasting VMBS...
[2025-12-18T20:34:11.849166] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-18T20:34:11.849196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-18T20:34:11.860378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-18T20:34:11.860806] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-18T20:34:11.861633] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-18T20:34:11.861685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:11.861718] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:11.861744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:11.861800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:11.919157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:11.920069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:11.920155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:11.920189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:12.040789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:12.040952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:12.040994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:12.041022] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:12.044516] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-12-18T20:34:12.044850] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-18T20:34:12.044986] [INFO ] [sig       ] VMBS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:12.183565] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VMBS.txt
[2025-12-18T20:34:12.183712] [INFO ] [sig       ] [3374/3568] Completed VMBS in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:12.183750] [INFO ] [sig       ] [3375/3568] Forecasting VMD...
[2025-12-18T20:34:12.183780] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-18T20:34:12.183809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-18T20:34:12.195473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-18T20:34:12.195777] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-18T20:34:12.196519] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-18T20:34:12.196570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:12.196622] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:12.196649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:12.196705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:12.253050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:12.253761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:12.253840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:12.253871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:12.369560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:12.369723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:12.369764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:12.369792] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:12.373087] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-18T20:34:12.373362] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-18T20:34:12.373483] [INFO ] [sig       ] VMD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:12.514311] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VMD.txt
[2025-12-18T20:34:12.514443] [INFO ] [sig       ] [3375/3568] Completed VMD in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:12.514481] [INFO ] [sig       ] [3376/3568] Forecasting VMI...
[2025-12-18T20:34:12.514511] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-18T20:34:12.514540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-18T20:34:12.526968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-18T20:34:12.527359] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-18T20:34:12.528168] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-18T20:34:12.528219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:12.528263] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:12.528291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:12.528348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:12.586419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:12.587322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:12.587407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:12.587439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:12.712748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:12.712911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:12.712954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:12.712983] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:12.716307] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=77.47%)
[2025-12-18T20:34:12.716604] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-18T20:34:12.716732] [INFO ] [sig       ] VMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:12.858716] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VMI.txt
[2025-12-18T20:34:12.858868] [INFO ] [sig       ] [3376/3568] Completed VMI in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:12.858907] [INFO ] [sig       ] [3377/3568] Forecasting VMO...
[2025-12-18T20:34:12.858938] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-18T20:34:12.858967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-18T20:34:12.870662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-18T20:34:12.871039] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-18T20:34:12.871832] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-18T20:34:12.871882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:12.871913] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:12.871938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:12.871993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:12.932991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:12.933886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:12.933977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:12.934010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:13.065912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:13.066065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:13.066106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:13.066134] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:13.069552] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=66.12%)
[2025-12-18T20:34:13.069874] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-18T20:34:13.070003] [INFO ] [sig       ] VMO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:13.208739] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VMO.txt
[2025-12-18T20:34:13.208865] [INFO ] [sig       ] [3377/3568] Completed VMO in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:13.208904] [INFO ] [sig       ] [3378/3568] Forecasting VNDA...
[2025-12-18T20:34:13.208934] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-18T20:34:13.208964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-18T20:34:13.220698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-18T20:34:13.221082] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-18T20:34:13.221886] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-18T20:34:13.221937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:13.221968] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:13.221995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:13.222050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:13.277599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:13.278489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:13.278641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:13.278675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:13.396501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:13.396671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:13.396715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:13.396743] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:13.400026] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=69.83%)
[2025-12-18T20:34:13.400294] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-18T20:34:13.400417] [INFO ] [sig       ] VNDA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:13.540846] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VNDA.txt
[2025-12-18T20:34:13.540996] [INFO ] [sig       ] [3378/3568] Completed VNDA in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-18T20:34:13.541034] [INFO ] [sig       ] [3379/3568] Forecasting VNO...
[2025-12-18T20:34:13.541065] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-18T20:34:13.541095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-18T20:34:13.553087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-18T20:34:13.553562] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-18T20:34:13.554482] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-18T20:34:13.554537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:13.554587] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:13.554618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:13.554682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:13.614214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:13.615267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:13.615350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:13.615382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:13.736483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:13.736658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:13.736699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:13.736728] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:13.740037] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-12-18T20:34:13.740310] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-18T20:34:13.740430] [INFO ] [sig       ] VNO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:13.879808] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VNO.txt
[2025-12-18T20:34:13.879938] [INFO ] [sig       ] [3379/3568] Completed VNO in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-18T20:34:13.880005] [INFO ] [sig       ] [3380/3568] Forecasting VNOM...
[2025-12-18T20:34:13.880037] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-18T20:34:13.880067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-18T20:34:13.891982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-18T20:34:13.892274] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-18T20:34:13.893240] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-18T20:34:13.893290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:13.893321] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:13.893347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:13.893402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:13.949971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:13.950559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:13.950655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:13.950688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:14.071312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:14.071474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:14.071518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:14.071548] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:14.075011] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2025-12-18T20:34:14.075314] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-18T20:34:14.075450] [INFO ] [sig       ] VNOM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:14.216279] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VNOM.txt
[2025-12-18T20:34:14.216422] [INFO ] [sig       ] [3380/3568] Completed VNOM in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-18T20:34:14.216460] [INFO ] [sig       ] [3381/3568] Forecasting VNQI...
[2025-12-18T20:34:14.216490] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-18T20:34:14.216520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-18T20:34:14.228267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-18T20:34:14.228617] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-18T20:34:14.229628] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-18T20:34:14.229680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:14.229900] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:14.229925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:14.229980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:14.286390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:14.287166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:14.287265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:14.287298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:14.402840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:14.402993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:14.403035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:14.403066] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:14.406416] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-18T20:34:14.406715] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-18T20:34:14.406859] [INFO ] [sig       ] VNQI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:14.558707] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VNQI.txt
[2025-12-18T20:34:14.558895] [INFO ] [sig       ] [3381/3568] Completed VNQI in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-18T20:34:14.558946] [INFO ] [sig       ] [3382/3568] Forecasting VOC...
[2025-12-18T20:34:14.559041] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-18T20:34:14.559092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-18T20:34:14.571543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-18T20:34:14.571964] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-18T20:34:14.572787] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-18T20:34:14.572841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:14.572874] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:14.572903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:14.572960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:14.632029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:14.632866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:14.632947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:14.632981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:14.750986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:14.751139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:14.751180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:14.751210] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:14.754612] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=27.08%)
[2025-12-18T20:34:14.754894] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-18T20:34:14.755023] [INFO ] [sig       ] VOC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:14.894160] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VOC.txt
[2025-12-18T20:34:14.894287] [INFO ] [sig       ] [3382/3568] Completed VOC in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-18T20:34:14.894325] [INFO ] [sig       ] [3383/3568] Forecasting VOD...
[2025-12-18T20:34:14.894354] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-18T20:34:14.894383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-18T20:34:14.905962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-18T20:34:14.906266] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-18T20:34:14.907032] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-18T20:34:14.907083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:14.907114] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:14.907140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:14.907195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:14.965294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:14.966074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:14.966157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:14.966189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:15.085960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:15.086109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:15.086157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:15.086229] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:15.089648] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-18T20:34:15.089976] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-18T20:34:15.090109] [INFO ] [sig       ] VOD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:15.233415] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VOD.txt
[2025-12-18T20:34:15.233564] [INFO ] [sig       ] [3383/3568] Completed VOD in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-18T20:34:15.233622] [INFO ] [sig       ] [3384/3568] Forecasting VONE...
[2025-12-18T20:34:15.233656] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-18T20:34:15.233698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-18T20:34:15.245161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-18T20:34:15.245521] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-18T20:34:15.246335] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-18T20:34:15.246387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:15.246419] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:15.246446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:15.246502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:15.302729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:15.303405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:15.303483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:15.303514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:15.426874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:15.427030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:15.427072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:15.427100] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:15.430398] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-18T20:34:15.430701] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-18T20:34:15.430826] [INFO ] [sig       ] VONE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:15.573604] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VONE.txt
[2025-12-18T20:34:15.573773] [INFO ] [sig       ] [3384/3568] Completed VONE in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-18T20:34:15.573828] [INFO ] [sig       ] [3385/3568] Forecasting VONG...
[2025-12-18T20:34:15.573876] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-18T20:34:15.573907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-18T20:34:15.585616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-18T20:34:15.585959] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-18T20:34:15.586791] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-18T20:34:15.586845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:15.586906] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:15.586934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:15.586990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:15.645746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:15.646618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:15.646722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:15.646756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:15.771026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:15.771181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:15.771222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:15.771250] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:15.774529] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2025-12-18T20:34:15.774828] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-18T20:34:15.774954] [INFO ] [sig       ] VONG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:15.912007] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VONG.txt
[2025-12-18T20:34:15.912149] [INFO ] [sig       ] [3385/3568] Completed VONG in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-18T20:34:15.912190] [INFO ] [sig       ] [3386/3568] Forecasting VOTE...
[2025-12-18T20:34:15.912222] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-18T20:34:15.912251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-18T20:34:15.924006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-18T20:34:15.924348] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-18T20:34:15.925164] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-18T20:34:15.925218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:15.925251] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:15.925277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:15.925333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:15.985435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:15.986488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:15.986595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:15.986632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:16.106320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:16.106469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:16.106511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:16.106538] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:16.109823] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-18T20:34:16.110106] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-18T20:34:16.110233] [INFO ] [sig       ] VOTE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:16.246514] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VOTE.txt
[2025-12-18T20:34:16.246687] [INFO ] [sig       ] [3386/3568] Completed VOTE in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-18T20:34:16.246727] [INFO ] [sig       ] [3387/3568] Forecasting VPG...
[2025-12-18T20:34:16.246757] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-18T20:34:16.246787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-18T20:34:16.259077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-18T20:34:16.259532] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-18T20:34:16.260429] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-18T20:34:16.260485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:16.260518] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:16.260562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:16.260643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:16.321710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:16.322607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:16.322694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:16.322728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:16.443261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:16.443418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:16.443458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:16.443488] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:16.446871] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-12-18T20:34:16.447149] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-18T20:34:16.447275] [INFO ] [sig       ] VPG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:16.586531] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VPG.txt
[2025-12-18T20:34:16.586698] [INFO ] [sig       ] [3387/3568] Completed VPG in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-18T20:34:16.586737] [INFO ] [sig       ] [3388/3568] Forecasting VPLS...
[2025-12-18T20:34:16.586768] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-18T20:34:16.586799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-18T20:34:16.597885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-18T20:34:16.598226] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-18T20:34:16.599017] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-18T20:34:16.599068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:16.599100] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:16.599126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:16.599181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:16.655254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:16.656082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:16.656165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:16.656197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:16.773498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:16.773675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:16.773718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:16.773789] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:16.777334] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-18T20:34:16.777660] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-18T20:34:16.777963] [INFO ] [sig       ] VPLS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:16.915137] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VPLS.txt
[2025-12-18T20:34:16.915284] [INFO ] [sig       ] [3388/3568] Completed VPLS in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-18T20:34:16.915322] [INFO ] [sig       ] [3389/3568] Forecasting VRA...
[2025-12-18T20:34:16.915352] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-18T20:34:16.915381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-18T20:34:16.926261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-18T20:34:16.926537] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-18T20:34:16.927307] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-18T20:34:16.927357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:16.927388] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:16.927415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:16.927471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:16.983910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:16.984763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:16.984867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:16.984902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:17.103687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:17.103843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:17.103886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:17.103916] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:17.107374] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-18T20:34:17.107666] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-18T20:34:17.107787] [INFO ] [sig       ] VRA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:17.249216] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VRA.txt
[2025-12-18T20:34:17.249373] [INFO ] [sig       ] [3389/3568] Completed VRA in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-18T20:34:17.249411] [INFO ] [sig       ] [3390/3568] Forecasting VRCA...
[2025-12-18T20:34:17.249441] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-18T20:34:17.249471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-18T20:34:17.260705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-18T20:34:17.261063] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-18T20:34:17.261836] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-18T20:34:17.261887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:17.261918] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:17.261945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:17.262001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:17.319107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:17.320003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:17.320090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:17.320123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:17.443874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:17.444030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:17.444072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:17.444103] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:17.447506] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-18T20:34:17.447802] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-18T20:34:17.447926] [INFO ] [sig       ] VRCA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:17.589659] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VRCA.txt
[2025-12-18T20:34:17.589811] [INFO ] [sig       ] [3390/3568] Completed VRCA in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-18T20:34:17.589849] [INFO ] [sig       ] [3391/3568] Forecasting VRDN...
[2025-12-18T20:34:17.589879] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-18T20:34:17.589915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-18T20:34:17.600694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-18T20:34:17.601041] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-18T20:34:17.601839] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-18T20:34:17.601901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:17.601940] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:17.601975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:17.602051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:17.659192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:17.660112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:17.660202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:17.660246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:17.782439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:17.782606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:17.782654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:17.782683] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:17.785943] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-18T20:34:17.786217] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-18T20:34:17.786337] [INFO ] [sig       ] VRDN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:17.923504] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VRDN.txt
[2025-12-18T20:34:17.923677] [INFO ] [sig       ] [3391/3568] Completed VRDN in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-18T20:34:17.923727] [INFO ] [sig       ] [3392/3568] Forecasting VRE...
[2025-12-18T20:34:17.923762] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-18T20:34:17.923800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-18T20:34:17.935439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-18T20:34:17.935770] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-18T20:34:17.936547] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-18T20:34:17.936621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:17.936657] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:17.936684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:17.936745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:17.993056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:17.993699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:17.993791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:17.993828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:18.109242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:18.109389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:18.109431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:18.109462] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:18.112749] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-18T20:34:18.113019] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-18T20:34:18.113140] [INFO ] [sig       ] VRE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:18.252667] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VRE.txt
[2025-12-18T20:34:18.252806] [INFO ] [sig       ] [3392/3568] Completed VRE in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 59.8s
[2025-12-18T20:34:18.252844] [INFO ] [sig       ] [3393/3568] Forecasting VREX...
[2025-12-18T20:34:18.252874] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-18T20:34:18.252903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-18T20:34:18.266471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-18T20:34:18.266950] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-18T20:34:18.267798] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-18T20:34:18.267857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:18.267894] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:18.267922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:18.267979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:18.326873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:18.327728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:18.327812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:18.327846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:18.441490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:18.441657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:18.441699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:18.441727] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:18.445005] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=43.50%)
[2025-12-18T20:34:18.445279] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-18T20:34:18.445398] [INFO ] [sig       ] VREX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:18.583435] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VREX.txt
[2025-12-18T20:34:18.583557] [INFO ] [sig       ] [3393/3568] Completed VREX in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 59.5s
[2025-12-18T20:34:18.583613] [INFO ] [sig       ] [3394/3568] Forecasting VRIG...
[2025-12-18T20:34:18.583644] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-18T20:34:18.583673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-18T20:34:18.595155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-18T20:34:18.595426] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-18T20:34:18.596285] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-18T20:34:18.596338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:18.596370] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:18.596397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:18.596454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:18.655014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:18.655657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:18.655754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:18.655789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:18.747557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:18.747678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:18.747714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:18.747757] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:18.750861] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=99.98%)
[2025-12-18T20:34:18.751125] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-18T20:34:18.751245] [INFO ] [sig       ] VRIG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:18.891729] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VRIG.txt
[2025-12-18T20:34:18.891838] [INFO ] [sig       ] [3394/3568] Completed VRIG in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 59.2s
[2025-12-18T20:34:18.891874] [INFO ] [sig       ] [3395/3568] Forecasting VRNS...
[2025-12-18T20:34:18.891903] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-18T20:34:18.891932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-18T20:34:18.903325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-18T20:34:18.903643] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-18T20:34:18.904466] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-18T20:34:18.904519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:18.904551] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:18.904604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:18.904668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:18.964411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:18.965045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:18.965150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:18.965184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:19.087584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:19.087730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:19.087771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:19.087799] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:19.091066] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-12-18T20:34:19.091337] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-18T20:34:19.091456] [INFO ] [sig       ] VRNS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:19.230334] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VRNS.txt
[2025-12-18T20:34:19.230458] [INFO ] [sig       ] [3395/3568] Completed VRNS in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 58.8s
[2025-12-18T20:34:19.230496] [INFO ] [sig       ] [3396/3568] Forecasting VRRM...
[2025-12-18T20:34:19.230526] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-18T20:34:19.230555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-18T20:34:19.242062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-18T20:34:19.242354] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-18T20:34:19.243228] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-18T20:34:19.243282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:19.243315] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:19.243342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:19.243400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:19.302593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:19.303339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:19.303421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:19.303455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:19.423026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:19.423169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:19.423210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:19.423238] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:19.426488] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-18T20:34:19.426781] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-18T20:34:19.426910] [INFO ] [sig       ] VRRM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:19.567565] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VRRM.txt
[2025-12-18T20:34:19.567740] [INFO ] [sig       ] [3396/3568] Completed VRRM in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 58.5s
[2025-12-18T20:34:19.567779] [INFO ] [sig       ] [3397/3568] Forecasting VRSK...
[2025-12-18T20:34:19.567809] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-18T20:34:19.567839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-18T20:34:19.578871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-18T20:34:19.579185] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-18T20:34:19.580010] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-18T20:34:19.580063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:19.580095] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:19.580122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:19.580179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:19.639373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:19.640061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:19.640143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:19.640176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:19.763619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:19.763767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:19.763808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:19.763836] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:19.767100] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-18T20:34:19.767367] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-18T20:34:19.767489] [INFO ] [sig       ] VRSK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:19.903389] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VRSK.txt
[2025-12-18T20:34:19.903524] [INFO ] [sig       ] [3397/3568] Completed VRSK in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 58.1s
[2025-12-18T20:34:19.903562] [INFO ] [sig       ] [3398/3568] Forecasting VRSN...
[2025-12-18T20:34:19.903627] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-18T20:34:19.903669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-18T20:34:19.914824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-18T20:34:19.915113] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-18T20:34:19.915928] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-18T20:34:19.915981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:19.916014] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:19.916042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:19.916111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:19.974553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:19.975254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:19.975334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:19.975366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:20.098231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:20.098382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:20.098423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:20.098452] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:20.101761] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-18T20:34:20.102030] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-18T20:34:20.102152] [INFO ] [sig       ] VRSN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:20.239375] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VRSN.txt
[2025-12-18T20:34:20.239544] [INFO ] [sig       ] [3398/3568] Completed VRSN in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 57.8s
[2025-12-18T20:34:20.239600] [INFO ] [sig       ] [3399/3568] Forecasting VRTS...
[2025-12-18T20:34:20.239632] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-18T20:34:20.239662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-18T20:34:20.250737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-18T20:34:20.251035] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-18T20:34:20.251945] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-18T20:34:20.251999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:20.252032] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:20.252060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:20.252117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:20.307514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:20.308112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:20.308187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:20.308219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:20.425162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:20.425297] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:34:20.425337] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:20.425364] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:20.428593] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=35.80%)
[2025-12-18T20:34:20.428863] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-18T20:34:20.428980] [INFO ] [sig       ] VRTS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:20.566217] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VRTS.txt
[2025-12-18T20:34:20.566389] [INFO ] [sig       ] [3399/3568] Completed VRTS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 57.5s
[2025-12-18T20:34:20.566429] [INFO ] [sig       ] [3400/3568] Forecasting VRTX...
[2025-12-18T20:34:20.566460] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-18T20:34:20.566491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-18T20:34:20.577990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-18T20:34:20.578297] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-18T20:34:20.579126] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-18T20:34:20.579191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:20.579224] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:20.579250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:20.579305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:20.646551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:20.647477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:20.647569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:20.647625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:20.771474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:20.771643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:20.771687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:20.771715] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:20.775012] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-18T20:34:20.775287] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-18T20:34:20.775408] [INFO ] [sig       ] VRTX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:20.915118] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VRTX.txt
[2025-12-18T20:34:20.915276] [INFO ] [sig       ] [3400/3568] Completed VRTX in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 57.1s
[2025-12-18T20:34:20.915321] [INFO ] [sig       ] [3401/3568] Forecasting VS...
[2025-12-18T20:34:20.915353] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-18T20:34:20.915383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-18T20:34:20.927190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-18T20:34:20.927508] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-18T20:34:20.928288] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-18T20:34:20.928340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:20.928371] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:20.928397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:20.928455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:20.983801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:20.984411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:20.984490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:20.984522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:21.096651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:21.096805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:21.096845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:21.096875] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:21.100162] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-18T20:34:21.100427] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-18T20:34:21.100544] [INFO ] [sig       ] VS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:21.237381] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VS.txt
[2025-12-18T20:34:21.237534] [INFO ] [sig       ] [3401/3568] Completed VS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 56.8s
[2025-12-18T20:34:21.237593] [INFO ] [sig       ] [3402/3568] Forecasting VSCO...
[2025-12-18T20:34:21.237626] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-18T20:34:21.237655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-18T20:34:21.249288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-18T20:34:21.249700] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-18T20:34:21.250514] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-18T20:34:21.250569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:21.250649] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:21.250680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:21.250742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:21.310986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:21.311890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:21.311973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:21.312006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:21.431244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:21.431398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:21.431439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:21.431468] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:21.434733] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=61.45%)
[2025-12-18T20:34:21.435000] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-18T20:34:21.435120] [INFO ] [sig       ] VSCO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:21.571435] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VSCO.txt
[2025-12-18T20:34:21.571557] [INFO ] [sig       ] [3402/3568] Completed VSCO in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 56.4s
[2025-12-18T20:34:21.571611] [INFO ] [sig       ] [3403/3568] Forecasting VSDA...
[2025-12-18T20:34:21.571642] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-18T20:34:21.571670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-18T20:34:21.581913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-18T20:34:21.582178] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-18T20:34:21.582943] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-18T20:34:21.582993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:21.583023] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:21.583049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:21.583105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:21.638020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:21.638636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:21.638711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:21.638743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:21.745362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:21.745481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:21.745519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:21.745547] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:21.748711] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-18T20:34:21.748975] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-18T20:34:21.749120] [INFO ] [sig       ] VSDA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:21.886594] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VSDA.txt
[2025-12-18T20:34:21.886731] [INFO ] [sig       ] [3403/3568] Completed VSDA in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 56.1s
[2025-12-18T20:34:21.886771] [INFO ] [sig       ] [3404/3568] Forecasting VSEC...
[2025-12-18T20:34:21.886801] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-18T20:34:21.886829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-18T20:34:21.897862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-18T20:34:21.898137] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-18T20:34:21.898905] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-18T20:34:21.898955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:21.898987] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:21.899038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:21.899094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:21.955708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:21.956332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:21.956410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:21.956444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:22.077175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:22.077325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:22.077365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:22.077393] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:22.080701] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-12-18T20:34:22.080972] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-18T20:34:22.081095] [INFO ] [sig       ] VSEC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:22.219712] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VSEC.txt
[2025-12-18T20:34:22.219846] [INFO ] [sig       ] [3404/3568] Completed VSEC in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 55.8s
[2025-12-18T20:34:22.219888] [INFO ] [sig       ] [3405/3568] Forecasting VSH...
[2025-12-18T20:34:22.219917] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-18T20:34:22.219948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-18T20:34:22.231078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-18T20:34:22.231361] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-18T20:34:22.232138] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-18T20:34:22.232188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:22.232219] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:22.232245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:22.232300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:22.287967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:22.288543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:22.288641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:22.288674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:22.407211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:22.407333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:22.407370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:22.407428] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:22.410717] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2025-12-18T20:34:22.411005] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-18T20:34:22.411128] [INFO ] [sig       ] VSH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:22.602588] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VSH.txt
[2025-12-18T20:34:22.602720] [INFO ] [sig       ] [3405/3568] Completed VSH in 0.4s | 2.94 sym/s | Total: 19.3m | ETA: 55.4s
[2025-12-18T20:34:22.602758] [INFO ] [sig       ] [3406/3568] Forecasting VSTM...
[2025-12-18T20:34:22.602787] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-18T20:34:22.602816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-18T20:34:22.614459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-18T20:34:22.614758] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-18T20:34:22.615507] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-18T20:34:22.615557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:22.615606] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:22.615637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:22.615694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:22.671507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:22.672129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:22.672207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:22.672239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:22.790036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:22.790166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:22.790204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:22.790231] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:22.793466] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=26.93%)
[2025-12-18T20:34:22.793751] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-18T20:34:22.793879] [INFO ] [sig       ] VSTM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:22.932190] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VSTM.txt
[2025-12-18T20:34:22.932305] [INFO ] [sig       ] [3406/3568] Completed VSTM in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 55.1s
[2025-12-18T20:34:22.932342] [INFO ] [sig       ] [3407/3568] Forecasting VSTS...
[2025-12-18T20:34:22.932372] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-18T20:34:22.932401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-18T20:34:22.943482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-18T20:34:22.943792] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-18T20:34:22.944553] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-18T20:34:22.944625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:22.944657] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:22.944684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:22.944740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:23.000426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:23.001016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:23.001091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:23.001122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:23.122653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:23.122779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:23.122825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:23.122860] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:23.126021] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=25.61%)
[2025-12-18T20:34:23.126285] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-18T20:34:23.126404] [INFO ] [sig       ] VSTS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:23.263685] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VSTS.txt
[2025-12-18T20:34:23.263823] [INFO ] [sig       ] [3407/3568] Completed VSTS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 54.7s
[2025-12-18T20:34:23.263867] [INFO ] [sig       ] [3408/3568] Forecasting VTC...
[2025-12-18T20:34:23.263901] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-18T20:34:23.263931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-18T20:34:23.275059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-18T20:34:23.275338] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-18T20:34:23.276099] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-18T20:34:23.276150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:23.276181] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:23.276207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:23.276263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:23.331502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:23.332088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:23.332164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:23.332195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:23.447998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:23.448116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:23.448154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:23.448182] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:23.451403] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-18T20:34:23.451687] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-18T20:34:23.451827] [INFO ] [sig       ] VTC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:23.588405] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VTC.txt
[2025-12-18T20:34:23.588518] [INFO ] [sig       ] [3408/3568] Completed VTC in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 54.4s
[2025-12-18T20:34:23.588556] [INFO ] [sig       ] [3409/3568] Forecasting VTEX...
[2025-12-18T20:34:23.588602] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-18T20:34:23.588633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-18T20:34:23.599882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-18T20:34:23.600160] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-18T20:34:23.600976] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-18T20:34:23.601029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:23.601063] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:23.601090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:23.601148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:23.659925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:23.660628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:23.660710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:23.660750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:23.782090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:23.782272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:23.782316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:23.782345] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:23.785865] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-18T20:34:23.786146] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-18T20:34:23.786274] [INFO ] [sig       ] VTEX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:23.925893] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VTEX.txt
[2025-12-18T20:34:23.926016] [INFO ] [sig       ] [3409/3568] Completed VTEX in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 54.1s
[2025-12-18T20:34:23.926055] [INFO ] [sig       ] [3410/3568] Forecasting VTIP...
[2025-12-18T20:34:23.926084] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-18T20:34:23.926114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-18T20:34:23.937471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-18T20:34:23.937764] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-18T20:34:23.938509] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-18T20:34:23.938559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:23.938609] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:23.938636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:23.938692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:23.995889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:23.996503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:23.996599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:23.996634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:24.115802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:24.115909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:24.115947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:24.115975] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:24.119206] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-12-18T20:34:24.119481] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-18T20:34:24.119621] [INFO ] [sig       ] VTIP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:24.261345] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VTIP.txt
[2025-12-18T20:34:24.261456] [INFO ] [sig       ] [3410/3568] Completed VTIP in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 53.7s
[2025-12-18T20:34:24.261493] [INFO ] [sig       ] [3411/3568] Forecasting VTMX...
[2025-12-18T20:34:24.261523] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-18T20:34:24.261551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-18T20:34:24.272784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-18T20:34:24.273081] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-18T20:34:24.273852] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-18T20:34:24.273933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:24.273966] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:24.273992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:24.274048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:24.331971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:24.332607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:24.332686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:24.332718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:24.455325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:24.455441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:24.455478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:24.455506] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:24.458743] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-18T20:34:24.459167] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-18T20:34:24.459294] [INFO ] [sig       ] VTMX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:24.600858] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VTMX.txt
[2025-12-18T20:34:24.600969] [INFO ] [sig       ] [3411/3568] Completed VTMX in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 53.4s
[2025-12-18T20:34:24.601007] [INFO ] [sig       ] [3412/3568] Forecasting VTN...
[2025-12-18T20:34:24.601036] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-18T20:34:24.601064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-18T20:34:24.612311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-18T20:34:24.612599] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-18T20:34:24.613344] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-18T20:34:24.613395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:24.613426] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:24.613452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:24.613509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:24.672629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:24.673287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:24.673391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:24.673426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:24.788515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:24.788672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:24.788714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:24.788742] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:24.792173] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-18T20:34:24.792449] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-18T20:34:24.792592] [INFO ] [sig       ] VTN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:24.930555] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VTN.txt
[2025-12-18T20:34:24.930694] [INFO ] [sig       ] [3412/3568] Completed VTN in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 53.0s
[2025-12-18T20:34:24.930732] [INFO ] [sig       ] [3413/3568] Forecasting VTOL...
[2025-12-18T20:34:24.930762] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-18T20:34:24.930791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-18T20:34:24.942008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-18T20:34:24.942279] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-18T20:34:24.943036] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-18T20:34:24.943087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:24.943118] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:24.943144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:24.943201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:24.998902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:24.999524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:24.999632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:24.999686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:25.114673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:25.114818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:25.114864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:25.114896] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:25.118251] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-12-18T20:34:25.118524] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-18T20:34:25.118666] [INFO ] [sig       ] VTOL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:25.261187] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VTOL.txt
[2025-12-18T20:34:25.261305] [INFO ] [sig       ] [3413/3568] Completed VTOL in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 52.7s
[2025-12-18T20:34:25.261344] [INFO ] [sig       ] [3414/3568] Forecasting VTRS...
[2025-12-18T20:34:25.261374] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-18T20:34:25.261404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-18T20:34:25.273365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-18T20:34:25.273683] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-18T20:34:25.274475] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-18T20:34:25.274528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:25.274560] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:25.274608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:25.274667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:25.333020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:25.333661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:25.333740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:25.333772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:25.456806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:25.456928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:25.456971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:25.457013] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:25.460433] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-12-18T20:34:25.460727] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-18T20:34:25.460855] [INFO ] [sig       ] VTRS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:25.599650] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VTRS.txt
[2025-12-18T20:34:25.599757] [INFO ] [sig       ] [3414/3568] Completed VTRS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 52.4s
[2025-12-18T20:34:25.599801] [INFO ] [sig       ] [3415/3568] Forecasting VTS...
[2025-12-18T20:34:25.599832] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-18T20:34:25.599860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-18T20:34:25.611555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-18T20:34:25.611849] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-18T20:34:25.612636] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-18T20:34:25.612686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:25.612718] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:25.612744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:25.612800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:25.671529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:25.672190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:25.672267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:25.672300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:25.793097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:25.793262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:25.793317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:25.793349] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:25.796874] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=65.14%)
[2025-12-18T20:34:25.797167] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-18T20:34:25.797291] [INFO ] [sig       ] VTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:25.939353] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VTS.txt
[2025-12-18T20:34:25.939530] [INFO ] [sig       ] [3415/3568] Completed VTS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 52.0s
[2025-12-18T20:34:25.939600] [INFO ] [sig       ] [3416/3568] Forecasting VTSI...
[2025-12-18T20:34:25.939634] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-18T20:34:25.939665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-18T20:34:25.951087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-18T20:34:25.951358] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-18T20:34:25.952186] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-18T20:34:25.952239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:25.952272] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:25.952298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:25.952355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:26.011880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:26.012497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:26.012591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:26.012627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:26.132441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:26.132547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:26.132602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:26.132634] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:26.135885] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=37.30%)
[2025-12-18T20:34:26.136154] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-18T20:34:26.136310] [INFO ] [sig       ] VTSI: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:26.280216] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VTSI.txt
[2025-12-18T20:34:26.280386] [INFO ] [sig       ] [3416/3568] Completed VTSI in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 51.7s
[2025-12-18T20:34:26.280425] [INFO ] [sig       ] [3417/3568] Forecasting VTWG...
[2025-12-18T20:34:26.280453] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-18T20:34:26.280483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-18T20:34:26.292522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-18T20:34:26.292918] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-18T20:34:26.293800] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-18T20:34:26.293854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:26.293887] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:26.293914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:26.293971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:26.353373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:26.354294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:26.354381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:26.354415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:26.470222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:26.470378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:26.470422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:26.470450] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:26.473763] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-18T20:34:26.474031] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-18T20:34:26.474151] [INFO ] [sig       ] VTWG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:26.610593] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VTWG.txt
[2025-12-18T20:34:26.610718] [INFO ] [sig       ] [3417/3568] Completed VTWG in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 51.3s
[2025-12-18T20:34:26.610757] [INFO ] [sig       ] [3418/3568] Forecasting VTWO...
[2025-12-18T20:34:26.610786] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-18T20:34:26.610815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-18T20:34:26.622860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-18T20:34:26.623183] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-18T20:34:26.624006] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-18T20:34:26.624059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:26.624093] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:26.624121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:26.624177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:26.685546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:26.686428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:26.686512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:26.686546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:26.804305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:26.804464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:26.804524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:26.804555] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:26.807859] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-18T20:34:26.808138] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-18T20:34:26.808261] [INFO ] [sig       ] VTWO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:26.951355] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VTWO.txt
[2025-12-18T20:34:26.951507] [INFO ] [sig       ] [3418/3568] Completed VTWO in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 51.0s
[2025-12-18T20:34:26.951545] [INFO ] [sig       ] [3419/3568] Forecasting VTYX...
[2025-12-18T20:34:26.951596] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-18T20:34:26.951630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-18T20:34:26.965064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-18T20:34:26.965464] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-18T20:34:26.966287] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-18T20:34:26.966339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:26.966402] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:26.966432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:26.966491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:27.023850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:27.024736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:27.024823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:27.024856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:27.150719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:27.150874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:27.150916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:27.150944] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:27.154306] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=54.16%)
[2025-12-18T20:34:27.154627] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-18T20:34:27.154761] [INFO ] [sig       ] VTYX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:27.295161] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VTYX.txt
[2025-12-18T20:34:27.295312] [INFO ] [sig       ] [3419/3568] Completed VTYX in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 50.7s
[2025-12-18T20:34:27.295351] [INFO ] [sig       ] [3420/3568] Forecasting VUZI...
[2025-12-18T20:34:27.295381] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-18T20:34:27.295410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-18T20:34:27.307197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-18T20:34:27.307517] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-18T20:34:27.308313] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-18T20:34:27.308365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:27.308396] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:27.308423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:27.308481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:27.366333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:27.367221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:27.367303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:27.367335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:27.494771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:27.494948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:27.495002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:27.495034] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:27.498662] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-18T20:34:27.498965] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-18T20:34:27.499120] [INFO ] [sig       ] VUZI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:27.643766] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VUZI.txt
[2025-12-18T20:34:27.643907] [INFO ] [sig       ] [3420/3568] Completed VUZI in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 50.3s
[2025-12-18T20:34:27.643945] [INFO ] [sig       ] [3421/3568] Forecasting VVOS...
[2025-12-18T20:34:27.643974] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-18T20:34:27.644004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-18T20:34:27.655959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-18T20:34:27.656290] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-18T20:34:27.657085] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-18T20:34:27.657138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:27.657169] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:27.657197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:27.657254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:27.716089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:27.716994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:27.717074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:27.717106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:27.834413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:27.834597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:27.834644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:27.834674] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:27.838251] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-18T20:34:27.838528] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-18T20:34:27.838675] [INFO ] [sig       ] VVOS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:27.977619] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VVOS.txt
[2025-12-18T20:34:27.977773] [INFO ] [sig       ] [3421/3568] Completed VVOS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 50.0s
[2025-12-18T20:34:27.977813] [INFO ] [sig       ] [3422/3568] Forecasting VVX...
[2025-12-18T20:34:27.977843] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-18T20:34:27.977875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-18T20:34:27.989988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-18T20:34:27.990389] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-18T20:34:27.991202] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-18T20:34:27.991258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:27.991305] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:27.991334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:27.991392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:28.050300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:28.051163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:28.051245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:28.051278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:28.174634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:28.174788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:28.174829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:28.174895] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:28.178271] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-18T20:34:28.178547] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-18T20:34:28.178696] [INFO ] [sig       ] VVX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:28.326515] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VVX.txt
[2025-12-18T20:34:28.326720] [INFO ] [sig       ] [3422/3568] Completed VVX in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 49.6s
[2025-12-18T20:34:28.326763] [INFO ] [sig       ] [3423/3568] Forecasting VWOB...
[2025-12-18T20:34:28.326794] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-18T20:34:28.326826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-18T20:34:28.338988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-18T20:34:28.339403] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-18T20:34:28.340254] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-18T20:34:28.340305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:28.340337] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:28.340364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:28.340420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:28.399295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:28.400279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:28.400368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:28.400401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:28.530542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:28.530724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:28.530766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:28.530794] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:28.534587] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-12-18T20:34:28.534964] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-18T20:34:28.535109] [INFO ] [sig       ] VWOB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:28.679384] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VWOB.txt
[2025-12-18T20:34:28.679520] [INFO ] [sig       ] [3423/3568] Completed VWOB in 0.4s | 2.94 sym/s | Total: 19.4m | ETA: 49.3s
[2025-12-18T20:34:28.679558] [INFO ] [sig       ] [3424/3568] Forecasting VXUS...
[2025-12-18T20:34:28.679607] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-18T20:34:28.679637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-18T20:34:28.691176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-18T20:34:28.691532] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-18T20:34:28.692371] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-18T20:34:28.692423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:28.692456] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:28.692484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:28.692542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:28.748624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:28.749505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:28.749606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:28.749641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:28.871197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:28.871350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:28.871393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:28.871422] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:28.874737] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-18T20:34:28.875002] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-18T20:34:28.875126] [INFO ] [sig       ] VXUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:29.016953] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VXUS.txt
[2025-12-18T20:34:29.017106] [INFO ] [sig       ] [3424/3568] Completed VXUS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 49.0s
[2025-12-18T20:34:29.017145] [INFO ] [sig       ] [3425/3568] Forecasting VYMI...
[2025-12-18T20:34:29.017178] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-18T20:34:29.017220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-18T20:34:29.029184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-18T20:34:29.029504] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-18T20:34:29.030321] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-18T20:34:29.030373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:29.030406] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:29.030433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:29.030490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:29.088033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:29.088909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:29.089013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:29.089049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:29.205631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:29.205779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:29.205819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:29.205847] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:29.209115] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=85.59%)
[2025-12-18T20:34:29.209382] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-18T20:34:29.209504] [INFO ] [sig       ] VYMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:29.349151] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VYMI.txt
[2025-12-18T20:34:29.349305] [INFO ] [sig       ] [3425/3568] Completed VYMI in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 48.6s
[2025-12-18T20:34:29.349348] [INFO ] [sig       ] [3426/3568] Forecasting VYX...
[2025-12-18T20:34:29.349387] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-18T20:34:29.349419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-18T20:34:29.360938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-18T20:34:29.361233] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-18T20:34:29.361993] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-18T20:34:29.362044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:29.362075] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:29.362101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:29.362330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:29.419129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:29.419796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:29.419873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:29.419904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:29.541025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:29.541177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:29.541221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:29.541253] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:29.544692] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-18T20:34:29.544967] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-18T20:34:29.545098] [INFO ] [sig       ] VYX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:29.687936] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/VYX.txt
[2025-12-18T20:34:29.688097] [INFO ] [sig       ] [3426/3568] Completed VYX in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 48.3s
[2025-12-18T20:34:29.688137] [INFO ] [sig       ] [3427/3568] Forecasting VZ...
[2025-12-18T20:34:29.688167] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-18T20:34:29.688197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-18T20:34:29.699216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-18T20:34:29.699546] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-18T20:34:29.700308] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-18T20:34:29.700359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:29.700390] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:29.700416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:29.700472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:29.755811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:29.756503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:29.756597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:29.756631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:29.880915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:29.881065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:29.881107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:29.881137] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:29.884800] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-18T20:34:29.885101] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-18T20:34:29.885237] [INFO ] [sig       ] VZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:30.026411] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/VZ.txt
[2025-12-18T20:34:30.026557] [INFO ] [sig       ] [3427/3568] Completed VZ in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 47.9s
[2025-12-18T20:34:30.026615] [INFO ] [sig       ] [3428/3568] Forecasting WAB...
[2025-12-18T20:34:30.026646] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-18T20:34:30.026676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-18T20:34:30.038778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-18T20:34:30.039165] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-18T20:34:30.039960] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-18T20:34:30.040012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:30.040043] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:30.040069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:30.040125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:30.096340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:30.097235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:30.097318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:30.097352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:30.215925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:30.216075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:30.216118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:30.216148] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:30.219480] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-18T20:34:30.219782] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-18T20:34:30.219912] [INFO ] [sig       ] WAB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:30.361843] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WAB.txt
[2025-12-18T20:34:30.362016] [INFO ] [sig       ] [3428/3568] Completed WAB in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 47.6s
[2025-12-18T20:34:30.362070] [INFO ] [sig       ] [3429/3568] Forecasting WABC...
[2025-12-18T20:34:30.362100] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-18T20:34:30.362130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-18T20:34:30.374808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-18T20:34:30.375139] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-18T20:34:30.376177] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-18T20:34:30.376230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:30.376263] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:30.376292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:30.376350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:30.436920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:30.437802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:30.437895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:30.437962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:30.554389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:30.554539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:30.554609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:30.554663] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:30.558070] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-18T20:34:30.558361] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-18T20:34:30.558492] [INFO ] [sig       ] WABC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:30.698559] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WABC.txt
[2025-12-18T20:34:30.698730] [INFO ] [sig       ] [3429/3568] Completed WABC in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 47.3s
[2025-12-18T20:34:30.698769] [INFO ] [sig       ] [3430/3568] Forecasting WAFD...
[2025-12-18T20:34:30.698799] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-18T20:34:30.698829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-18T20:34:30.710367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-18T20:34:30.710759] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-18T20:34:30.711513] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-18T20:34:30.711565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:30.711618] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:30.711646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:30.711703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:30.768374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:30.769220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:30.769302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:30.769334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:30.886706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:30.886862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:30.886904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:30.886933] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:30.890327] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-12-18T20:34:30.890640] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-18T20:34:30.890773] [INFO ] [sig       ] WAFD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:31.033190] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WAFD.txt
[2025-12-18T20:34:31.033366] [INFO ] [sig       ] [3430/3568] Completed WAFD in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 46.9s
[2025-12-18T20:34:31.033406] [INFO ] [sig       ] [3431/3568] Forecasting WAFDP...
[2025-12-18T20:34:31.033436] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-18T20:34:31.033466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-18T20:34:31.045630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-18T20:34:31.045896] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-18T20:34:31.046813] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-18T20:34:31.046863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:31.046894] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:31.046921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:31.046978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:31.103400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:31.104276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:31.104389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:31.104443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:31.210595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:31.210748] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:34:31.210789] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:31.210818] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:31.214190] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-12-18T20:34:31.214462] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-18T20:34:31.214601] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:31.352714] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WAFDP.txt
[2025-12-18T20:34:31.352870] [INFO ] [sig       ] [3431/3568] Completed WAFDP in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 46.6s
[2025-12-18T20:34:31.352909] [INFO ] [sig       ] [3432/3568] Forecasting WAL...
[2025-12-18T20:34:31.352940] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-18T20:34:31.352971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-18T20:34:31.364286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-18T20:34:31.364650] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-18T20:34:31.365398] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-18T20:34:31.365449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:31.365480] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:31.365507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:31.365563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:31.421078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:31.421886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:31.421964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:31.421996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:31.539524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:31.539699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:31.539741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:31.539770] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:31.543120] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=41.70%)
[2025-12-18T20:34:31.543404] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-18T20:34:31.543530] [INFO ] [sig       ] WAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:31.682873] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WAL.txt
[2025-12-18T20:34:31.683056] [INFO ] [sig       ] [3432/3568] Completed WAL in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 46.2s
[2025-12-18T20:34:31.683097] [INFO ] [sig       ] [3433/3568] Forecasting WALD...
[2025-12-18T20:34:31.683128] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-18T20:34:31.683158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-18T20:34:31.694138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-18T20:34:31.694419] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-18T20:34:31.695183] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-18T20:34:31.695233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:31.695264] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:31.695302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:31.695359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:31.759760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:31.760800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:31.760888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:31.760923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:31.879073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:31.879229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:31.879271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:31.879300] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:31.882621] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=49.08%)
[2025-12-18T20:34:31.882909] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-18T20:34:31.883038] [INFO ] [sig       ] WALD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:32.025354] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WALD.txt
[2025-12-18T20:34:32.025507] [INFO ] [sig       ] [3433/3568] Completed WALD in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 45.9s
[2025-12-18T20:34:32.025556] [INFO ] [sig       ] [3434/3568] Forecasting WASH...
[2025-12-18T20:34:32.025617] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-18T20:34:32.025650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-18T20:34:32.036964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-18T20:34:32.037243] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-18T20:34:32.038031] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-18T20:34:32.038083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:32.038116] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:32.038144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:32.038208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:32.096565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:32.097417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:32.097501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:32.097565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:32.215692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:32.215849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:32.215890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:32.215919] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:32.219212] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-12-18T20:34:32.219486] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-18T20:34:32.219630] [INFO ] [sig       ] WASH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:32.358672] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WASH.txt
[2025-12-18T20:34:32.358827] [INFO ] [sig       ] [3434/3568] Completed WASH in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 45.6s
[2025-12-18T20:34:32.358867] [INFO ] [sig       ] [3435/3568] Forecasting WAVE...
[2025-12-18T20:34:32.358897] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-18T20:34:32.358929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-18T20:34:32.370275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-18T20:34:32.370649] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-18T20:34:32.371443] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-18T20:34:32.371494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:32.371526] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:32.371553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:32.371626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:32.427171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:32.427971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:32.428051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:32.428082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:32.535846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:32.536001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:32.536044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:32.536073] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:32.539399] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-18T20:34:32.539711] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-18T20:34:32.539842] [INFO ] [sig       ] WAVE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:32.682247] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WAVE.txt
[2025-12-18T20:34:32.682398] [INFO ] [sig       ] [3435/3568] Completed WAVE in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 45.2s
[2025-12-18T20:34:32.682436] [INFO ] [sig       ] [3436/3568] Forecasting WAY...
[2025-12-18T20:34:32.682465] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-18T20:34:32.682494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-18T20:34:32.693057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-18T20:34:32.693334] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-18T20:34:32.694118] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-18T20:34:32.694169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:32.694235] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:32.694263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:32.694319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:32.750296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:32.751156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:32.751238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:32.751270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:32.870645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:32.870801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:32.870843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:32.870871] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:32.874182] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=46.19%)
[2025-12-18T20:34:32.874474] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-18T20:34:32.874621] [INFO ] [sig       ] WAY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:33.014168] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WAY.txt
[2025-12-18T20:34:33.014323] [INFO ] [sig       ] [3436/3568] Completed WAY in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 44.9s
[2025-12-18T20:34:33.014362] [INFO ] [sig       ] [3437/3568] Forecasting WB...
[2025-12-18T20:34:33.014392] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-18T20:34:33.014432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-18T20:34:33.026183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-18T20:34:33.026589] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-18T20:34:33.027476] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-18T20:34:33.027532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:33.027587] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:33.027623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:33.027692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:33.083569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:33.084422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:33.084502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:33.084533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:33.206625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:33.206784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:33.206824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:33.206853] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:33.210209] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: DOWN (p=37.02%)
[2025-12-18T20:34:33.210481] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-18T20:34:33.210622] [INFO ] [sig       ] WB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:33.350309] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WB.txt
[2025-12-18T20:34:33.350466] [INFO ] [sig       ] [3437/3568] Completed WB in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 44.5s
[2025-12-18T20:34:33.350504] [INFO ] [sig       ] [3438/3568] Forecasting WBD...
[2025-12-18T20:34:33.350534] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-18T20:34:33.350563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-18T20:34:33.362323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-18T20:34:33.362719] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-18T20:34:33.363502] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-18T20:34:33.363553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:33.363605] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:33.363634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:33.363693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:33.419370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:33.420205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:33.420285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:33.420317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:33.539340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:33.539495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:33.539537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:33.539565] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:33.542940] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-12-18T20:34:33.543214] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-18T20:34:33.543340] [INFO ] [sig       ] WBD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:33.683343] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WBD.txt
[2025-12-18T20:34:33.683484] [INFO ] [sig       ] [3438/3568] Completed WBD in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 44.2s
[2025-12-18T20:34:33.683522] [INFO ] [sig       ] [3439/3568] Forecasting WBIY...
[2025-12-18T20:34:33.683552] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-18T20:34:33.683600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-18T20:34:33.693403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-18T20:34:33.693686] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-18T20:34:33.694449] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-18T20:34:33.694500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:33.694532] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:33.694560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:33.694641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:33.751923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:33.752757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:33.752837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:33.752869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:33.853879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:33.854034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:33.854076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:33.854106] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:33.857462] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-18T20:34:33.857763] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-18T20:34:33.857890] [INFO ] [sig       ] WBIY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:33.995804] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WBIY.txt
[2025-12-18T20:34:33.995944] [INFO ] [sig       ] [3439/3568] Completed WBIY in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 43.9s
[2025-12-18T20:34:33.995982] [INFO ] [sig       ] [3440/3568] Forecasting WBS...
[2025-12-18T20:34:33.996014] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-18T20:34:33.996046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-18T20:34:34.007825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-18T20:34:34.008155] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-18T20:34:34.008965] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-18T20:34:34.009047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:34.009083] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:34.009110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:34.009166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:34.066212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:34.067033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:34.067114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:34.067146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:34.194809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:34.194980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:34.195030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:34.195065] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:34.198616] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=32.33%)
[2025-12-18T20:34:34.198896] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-18T20:34:34.199052] [INFO ] [sig       ] WBS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:34.343083] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WBS.txt
[2025-12-18T20:34:34.343233] [INFO ] [sig       ] [3440/3568] Completed WBS in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 43.5s
[2025-12-18T20:34:34.343273] [INFO ] [sig       ] [3441/3568] Forecasting WBTN...
[2025-12-18T20:34:34.343303] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-18T20:34:34.343333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-18T20:34:34.354859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-18T20:34:34.355165] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-18T20:34:34.355932] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-18T20:34:34.355982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:34.356012] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:34.356039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:34.356094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:34.413350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:34.414129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:34.414210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:34.414242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:34.538413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:34.538566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:34.538627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:34.538654] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:34.541936] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-18T20:34:34.542200] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-18T20:34:34.542322] [INFO ] [sig       ] WBTN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:34.682760] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WBTN.txt
[2025-12-18T20:34:34.682894] [INFO ] [sig       ] [3441/3568] Completed WBTN in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 43.2s
[2025-12-18T20:34:34.682933] [INFO ] [sig       ] [3442/3568] Forecasting WBX...
[2025-12-18T20:34:34.682963] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-18T20:34:34.682992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-18T20:34:34.694172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-18T20:34:34.694441] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-18T20:34:34.695210] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-18T20:34:34.695260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:34.695291] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:34.695317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:34.695377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:34.753519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:34.754275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:34.754355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:34.754388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:34.875975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:34.876133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:34.876176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:34.876205] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:34.879622] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=82.90%)
[2025-12-18T20:34:34.879896] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-18T20:34:34.880040] [INFO ] [sig       ] WBX: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:35.019919] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WBX.txt
[2025-12-18T20:34:35.020049] [INFO ] [sig       ] [3442/3568] Completed WBX in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 42.8s
[2025-12-18T20:34:35.020089] [INFO ] [sig       ] [3443/3568] Forecasting WCC...
[2025-12-18T20:34:35.020118] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-18T20:34:35.020146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-18T20:34:35.034316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-18T20:34:35.034715] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-18T20:34:35.035673] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-18T20:34:35.035723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:35.035755] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:35.035781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:35.035837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:35.094415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:35.095323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:35.095408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:35.095440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:35.224086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:35.224242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:35.224284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:35.224312] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:35.227912] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=34.27%)
[2025-12-18T20:34:35.228196] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-18T20:34:35.228321] [INFO ] [sig       ] WCC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:35.373987] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WCC.txt
[2025-12-18T20:34:35.374137] [INFO ] [sig       ] [3443/3568] Completed WCC in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 42.5s
[2025-12-18T20:34:35.374176] [INFO ] [sig       ] [3444/3568] Forecasting WCLD...
[2025-12-18T20:34:35.374205] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-18T20:34:35.374235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-18T20:34:35.385952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-18T20:34:35.386491] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-18T20:34:35.387345] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-18T20:34:35.387398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:35.387432] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:35.387460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:35.387529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:35.449911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:35.450911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:35.450994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:35.451027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:35.571276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:35.571427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:35.571467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:35.571496] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:35.574803] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-18T20:34:35.575077] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-18T20:34:35.575199] [INFO ] [sig       ] WCLD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:35.718939] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WCLD.txt
[2025-12-18T20:34:35.719130] [INFO ] [sig       ] [3444/3568] Completed WCLD in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 42.2s
[2025-12-18T20:34:35.719173] [INFO ] [sig       ] [3445/3568] Forecasting WD...
[2025-12-18T20:34:35.719203] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-18T20:34:35.719234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-18T20:34:35.730795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-18T20:34:35.731148] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-18T20:34:35.732039] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-18T20:34:35.732093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:35.732126] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:35.732153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:35.732211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:35.791513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:35.792417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:35.792502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:35.792535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:35.909186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:35.909344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:35.909384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:35.909412] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:35.912771] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-18T20:34:35.913071] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-18T20:34:35.913204] [INFO ] [sig       ] WD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:36.053237] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WD.txt
[2025-12-18T20:34:36.053388] [INFO ] [sig       ] [3445/3568] Completed WD in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 41.8s
[2025-12-18T20:34:36.053426] [INFO ] [sig       ] [3446/3568] Forecasting WDAY...
[2025-12-18T20:34:36.053456] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-18T20:34:36.053486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-18T20:34:36.065061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-18T20:34:36.065433] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-18T20:34:36.066296] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-18T20:34:36.066363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:36.066397] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:36.066426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:36.066484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:36.126071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:36.126950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:36.127089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:36.127136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:36.243816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:36.243950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:36.243990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:36.244018] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:36.247228] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-18T20:34:36.247499] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-18T20:34:36.247638] [INFO ] [sig       ] WDAY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:36.383518] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WDAY.txt
[2025-12-18T20:34:36.383639] [INFO ] [sig       ] [3446/3568] Completed WDAY in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 41.5s
[2025-12-18T20:34:36.383678] [INFO ] [sig       ] [3447/3568] Forecasting WDC...
[2025-12-18T20:34:36.383707] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-18T20:34:36.383736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-18T20:34:36.395621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-18T20:34:36.395902] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-18T20:34:36.396696] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-18T20:34:36.396747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:36.396779] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:36.396807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:36.396864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:36.456975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:36.457682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:36.457758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:36.457796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:36.579484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:36.579599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:36.579638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:36.579666] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:36.582790] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-18T20:34:36.583050] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-18T20:34:36.583170] [INFO ] [sig       ] WDC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:36.722638] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WDC.txt
[2025-12-18T20:34:36.722748] [INFO ] [sig       ] [3447/3568] Completed WDC in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 41.1s
[2025-12-18T20:34:36.722786] [INFO ] [sig       ] [3448/3568] Forecasting WDFC...
[2025-12-18T20:34:36.722816] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-18T20:34:36.722844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-18T20:34:36.734063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-18T20:34:36.734345] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-18T20:34:36.735177] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-18T20:34:36.735229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:36.735262] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:36.735289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:36.735346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:36.793344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:36.794002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:36.794080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:36.794114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:36.910953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:36.911065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:36.911107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:36.911137] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:36.914343] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-18T20:34:36.914629] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-18T20:34:36.914750] [INFO ] [sig       ] WDFC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:37.052926] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WDFC.txt
[2025-12-18T20:34:37.053073] [INFO ] [sig       ] [3448/3568] Completed WDFC in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 40.8s
[2025-12-18T20:34:37.053112] [INFO ] [sig       ] [3449/3568] Forecasting WDH...
[2025-12-18T20:34:37.053141] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-18T20:34:37.053171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-18T20:34:37.065639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-18T20:34:37.065998] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-18T20:34:37.066881] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-18T20:34:37.066934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:37.066967] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:37.066993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:37.067049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:37.122419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:37.123298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:37.123382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:37.123414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:37.249561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:37.249773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:37.249838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:37.249883] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:37.254952] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-12-18T20:34:37.255368] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-18T20:34:37.255551] [INFO ] [sig       ] WDH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:37.442464] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WDH.txt
[2025-12-18T20:34:37.442782] [INFO ] [sig       ] [3449/3568] Completed WDH in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 40.5s
[2025-12-18T20:34:37.442853] [INFO ] [sig       ] [3450/3568] Forecasting WDI...
[2025-12-18T20:34:37.442901] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-18T20:34:37.442948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-18T20:34:37.464513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-18T20:34:37.471802] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-18T20:34:37.473567] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-18T20:34:37.473682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:37.473733] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:37.473778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:37.473869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:37.554730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:37.556206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:37.556350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:37.556408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:37.726983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:37.727186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:37.727251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:37.727296] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:37.732808] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-18T20:34:37.733301] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-18T20:34:37.733504] [INFO ] [sig       ] WDI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:37.935768] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WDI.txt
[2025-12-18T20:34:37.935952] [INFO ] [sig       ] [3450/3568] Completed WDI in 0.5s | 2.94 sym/s | Total: 19.6m | ETA: 40.1s
[2025-12-18T20:34:37.935992] [INFO ] [sig       ] [3451/3568] Forecasting WDS...
[2025-12-18T20:34:37.936023] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-18T20:34:37.936057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-18T20:34:37.950737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-18T20:34:37.951189] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-18T20:34:37.952256] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-18T20:34:37.952321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:37.952381] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:37.952414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:37.952486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:38.041030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:38.042085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:38.042178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:38.042212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:38.211614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:38.211801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:38.211868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:38.211918] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:38.217002] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=56.96%)
[2025-12-18T20:34:38.217429] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-18T20:34:38.217662] [INFO ] [sig       ] WDS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:38.376256] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WDS.txt
[2025-12-18T20:34:38.376421] [INFO ] [sig       ] [3451/3568] Completed WDS in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 39.8s
[2025-12-18T20:34:38.376462] [INFO ] [sig       ] [3452/3568] Forecasting WEA...
[2025-12-18T20:34:38.376492] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-18T20:34:38.376524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-18T20:34:38.389113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-18T20:34:38.389504] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-18T20:34:38.390392] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-18T20:34:38.390445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:38.390478] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:38.390505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:38.390562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:38.448005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:38.448911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:38.449025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:38.449061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:38.562152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:38.562318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:38.562360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:38.562390] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:38.565789] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-18T20:34:38.566067] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-18T20:34:38.566213] [INFO ] [sig       ] WEA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:38.715978] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WEA.txt
[2025-12-18T20:34:38.716134] [INFO ] [sig       ] [3452/3568] Completed WEA in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 39.4s
[2025-12-18T20:34:38.716174] [INFO ] [sig       ] [3453/3568] Forecasting WEC...
[2025-12-18T20:34:38.716203] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-18T20:34:38.716234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-18T20:34:38.728349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-18T20:34:38.728691] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-18T20:34:38.729547] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-18T20:34:38.729641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:38.729719] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:38.729759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:38.729828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:38.793379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:38.794309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:38.794393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:38.794427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:38.924088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:38.924269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:38.924324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:38.924384] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:38.928154] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-18T20:34:38.928446] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-18T20:34:38.928615] [INFO ] [sig       ] WEC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:39.075885] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WEC.txt
[2025-12-18T20:34:39.076039] [INFO ] [sig       ] [3453/3568] Completed WEC in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 39.1s
[2025-12-18T20:34:39.076081] [INFO ] [sig       ] [3454/3568] Forecasting WEN...
[2025-12-18T20:34:39.076112] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-18T20:34:39.076150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-18T20:34:39.088290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-18T20:34:39.088677] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-18T20:34:39.089669] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-18T20:34:39.089734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:39.089781] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:39.089822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:39.089901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:39.153925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:39.154975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:39.155075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:39.155118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:39.285390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:39.285550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:39.285612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:39.285642] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:39.289708] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=83.69%)
[2025-12-18T20:34:39.290004] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-18T20:34:39.290138] [INFO ] [sig       ] WEN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:39.439313] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WEN.txt
[2025-12-18T20:34:39.439460] [INFO ] [sig       ] [3454/3568] Completed WEN in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 38.8s
[2025-12-18T20:34:39.439498] [INFO ] [sig       ] [3455/3568] Forecasting WERN...
[2025-12-18T20:34:39.439527] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-18T20:34:39.439558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-18T20:34:39.450669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-18T20:34:39.450984] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-18T20:34:39.451783] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-18T20:34:39.451834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:39.451866] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:39.451892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:39.451948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:39.511929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:39.512871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:39.512994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:39.513042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:39.641150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:39.641312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:39.641375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:39.641422] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:39.645375] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-18T20:34:39.645755] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-18T20:34:39.645903] [INFO ] [sig       ] WERN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:39.816002] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WERN.txt
[2025-12-18T20:34:39.816160] [INFO ] [sig       ] [3455/3568] Completed WERN in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 38.4s
[2025-12-18T20:34:39.816206] [INFO ] [sig       ] [3456/3568] Forecasting WES...
[2025-12-18T20:34:39.816255] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-18T20:34:39.816307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-18T20:34:39.829306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-18T20:34:39.829701] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-18T20:34:39.830769] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-18T20:34:39.830832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:39.830871] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:39.830909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:39.830992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:39.898152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:39.899124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:39.899222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:39.899256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:40.021838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:40.021986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:40.022028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:40.022094] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:40.025688] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-12-18T20:34:40.025999] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-18T20:34:40.026133] [INFO ] [sig       ] WES: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:40.167542] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WES.txt
[2025-12-18T20:34:40.167699] [INFO ] [sig       ] [3456/3568] Completed WES in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 38.1s
[2025-12-18T20:34:40.167737] [INFO ] [sig       ] [3457/3568] Forecasting WEX...
[2025-12-18T20:34:40.167767] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-18T20:34:40.167796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-18T20:34:40.179338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-18T20:34:40.179681] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-18T20:34:40.180493] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-18T20:34:40.180546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:40.180602] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:40.180645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:40.180703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:40.239631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:40.240531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:40.240634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:40.240669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:40.359366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:40.359518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:40.359559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:40.359606] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:40.362938] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-18T20:34:40.363212] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-18T20:34:40.363344] [INFO ] [sig       ] WEX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:40.501349] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WEX.txt
[2025-12-18T20:34:40.501493] [INFO ] [sig       ] [3457/3568] Completed WEX in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 37.7s
[2025-12-18T20:34:40.501532] [INFO ] [sig       ] [3458/3568] Forecasting WEYS...
[2025-12-18T20:34:40.501562] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-18T20:34:40.501611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-18T20:34:40.512942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-18T20:34:40.513256] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-18T20:34:40.514081] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-18T20:34:40.514138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:40.514178] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:40.514213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:40.514286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:40.574541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:40.575307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:40.575389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:40.575423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:40.690321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:40.690480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:40.690521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:40.690550] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:40.693860] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-18T20:34:40.694138] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-18T20:34:40.694268] [INFO ] [sig       ] WEYS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:40.832833] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WEYS.txt
[2025-12-18T20:34:40.832974] [INFO ] [sig       ] [3458/3568] Completed WEYS in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 37.4s
[2025-12-18T20:34:40.833013] [INFO ] [sig       ] [3459/3568] Forecasting WF...
[2025-12-18T20:34:40.833042] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-18T20:34:40.833073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-18T20:34:40.844826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-18T20:34:40.845253] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-18T20:34:40.846169] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-18T20:34:40.846231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:40.846267] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:40.846302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:40.846380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:40.908220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:40.909074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:40.909157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:40.909192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:41.042365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:41.042519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:41.042560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:41.042609] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:41.046062] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=47.70%)
[2025-12-18T20:34:41.046364] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-18T20:34:41.046498] [INFO ] [sig       ] WF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:41.196356] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WF.txt
[2025-12-18T20:34:41.196532] [INFO ] [sig       ] [3459/3568] Completed WF in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 37.1s
[2025-12-18T20:34:41.196594] [INFO ] [sig       ] [3460/3568] Forecasting WFC...
[2025-12-18T20:34:41.196628] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-18T20:34:41.196659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-18T20:34:41.208613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-18T20:34:41.209018] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-18T20:34:41.209854] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-18T20:34:41.209907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:41.209941] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:41.209969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:41.210028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:41.271771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:41.272725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:41.272810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:41.272845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:41.399504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:41.399675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:41.399720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:41.399749] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:41.403101] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=60.21%)
[2025-12-18T20:34:41.403386] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-18T20:34:41.403510] [INFO ] [sig       ] WFC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:41.543067] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WFC.txt
[2025-12-18T20:34:41.543222] [INFO ] [sig       ] [3460/3568] Completed WFC in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 36.7s
[2025-12-18T20:34:41.543262] [INFO ] [sig       ] [3461/3568] Forecasting WFG...
[2025-12-18T20:34:41.543293] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-18T20:34:41.543331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-18T20:34:41.555385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-18T20:34:41.555734] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-18T20:34:41.556509] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-18T20:34:41.556563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:41.556614] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:41.556641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:41.556697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:41.613832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:41.614636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:41.614720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:41.614753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:41.739786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:41.739943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:41.739986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:41.740015] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:41.743565] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=60.77%)
[2025-12-18T20:34:41.743948] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-18T20:34:41.744085] [INFO ] [sig       ] WFG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:41.884043] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WFG.txt
[2025-12-18T20:34:41.884218] [INFO ] [sig       ] [3461/3568] Completed WFG in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 36.4s
[2025-12-18T20:34:41.884258] [INFO ] [sig       ] [3462/3568] Forecasting WFRD...
[2025-12-18T20:34:41.884287] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-18T20:34:41.884317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-18T20:34:41.895829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-18T20:34:41.896141] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-18T20:34:41.896967] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-18T20:34:41.897018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:41.897049] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:41.897074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:41.897129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:41.953236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:41.953957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:41.954055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:41.954093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:42.071007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:42.071158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:42.071199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:42.071226] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:42.074610] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-18T20:34:42.074890] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-18T20:34:42.075012] [INFO ] [sig       ] WFRD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:42.213340] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WFRD.txt
[2025-12-18T20:34:42.213490] [INFO ] [sig       ] [3462/3568] Completed WFRD in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 36.0s
[2025-12-18T20:34:42.213529] [INFO ] [sig       ] [3463/3568] Forecasting WGMI...
[2025-12-18T20:34:42.213559] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-18T20:34:42.213607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-18T20:34:42.225594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-18T20:34:42.225960] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-18T20:34:42.226773] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-18T20:34:42.226824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:42.226854] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:42.226880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:42.226936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:42.282925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:42.283775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:42.283892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:42.283925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:42.406709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:42.406979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:42.407023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:42.407051] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:42.410483] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-18T20:34:42.410776] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-18T20:34:42.410901] [INFO ] [sig       ] WGMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:42.549669] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WGMI.txt
[2025-12-18T20:34:42.549837] [INFO ] [sig       ] [3463/3568] Completed WGMI in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 35.7s
[2025-12-18T20:34:42.549886] [INFO ] [sig       ] [3464/3568] Forecasting WGO...
[2025-12-18T20:34:42.549918] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-18T20:34:42.549948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-18T20:34:42.561018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-18T20:34:42.561342] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-18T20:34:42.562141] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-18T20:34:42.562193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:42.562224] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:42.562250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:42.562307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:42.618039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:42.618735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:42.618814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:42.618846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:42.740492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:42.740694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:42.740743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:42.740772] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:42.744371] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-18T20:34:42.744695] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-18T20:34:42.744839] [INFO ] [sig       ] WGO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:42.885267] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WGO.txt
[2025-12-18T20:34:42.885408] [INFO ] [sig       ] [3464/3568] Completed WGO in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 35.4s
[2025-12-18T20:34:42.885447] [INFO ] [sig       ] [3465/3568] Forecasting WGS...
[2025-12-18T20:34:42.885477] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-18T20:34:42.885506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-18T20:34:42.897464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-18T20:34:42.897781] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-18T20:34:42.898534] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-18T20:34:42.898607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:42.898640] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:42.898665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:42.898720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:42.955592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:42.956437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:42.956519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:42.956551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:43.076733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:43.076899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:43.076942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:43.076970] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:43.080455] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=48.97%)
[2025-12-18T20:34:43.080770] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-18T20:34:43.080898] [INFO ] [sig       ] WGS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:43.222235] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WGS.txt
[2025-12-18T20:34:43.222371] [INFO ] [sig       ] [3465/3568] Completed WGS in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 35.0s
[2025-12-18T20:34:43.222594] [INFO ] [sig       ] [3466/3568] Forecasting WH...
[2025-12-18T20:34:43.222630] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-18T20:34:43.222660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-18T20:34:43.234382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-18T20:34:43.234722] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-18T20:34:43.235697] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-18T20:34:43.235751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:43.235784] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:43.235811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:43.235867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:43.293138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:43.293940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:43.294024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:43.294056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:43.415669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:43.415864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:43.415907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:43.415937] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:43.419326] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-18T20:34:43.419624] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-18T20:34:43.419753] [INFO ] [sig       ] WH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:43.561450] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WH.txt
[2025-12-18T20:34:43.561651] [INFO ] [sig       ] [3466/3568] Completed WH in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 34.7s
[2025-12-18T20:34:43.561695] [INFO ] [sig       ] [3467/3568] Forecasting WHD...
[2025-12-18T20:34:43.561724] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-18T20:34:43.561754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-18T20:34:43.573357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-18T20:34:43.573732] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-18T20:34:43.574517] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-18T20:34:43.574588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:43.574624] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:43.574651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:43.574709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:43.635901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:43.636743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:43.636826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:43.636858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:43.756545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:43.756719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:43.756760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:43.756789] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:43.760110] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=69.06%)
[2025-12-18T20:34:43.760391] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-18T20:34:43.760517] [INFO ] [sig       ] WHD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:43.902275] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WHD.txt
[2025-12-18T20:34:43.902441] [INFO ] [sig       ] [3467/3568] Completed WHD in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 34.3s
[2025-12-18T20:34:43.902482] [INFO ] [sig       ] [3468/3568] Forecasting WHF...
[2025-12-18T20:34:43.902512] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-18T20:34:43.902544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-18T20:34:43.913842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-18T20:34:43.914102] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-18T20:34:43.914887] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-18T20:34:43.914937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:43.914968] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:43.914994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:43.915050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:43.971341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:43.971982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:43.972057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:43.972088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:44.094057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:44.094217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:44.094263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:44.094292] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:44.097670] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=30.93%)
[2025-12-18T20:34:44.097978] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-18T20:34:44.098112] [INFO ] [sig       ] WHF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:44.240677] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WHF.txt
[2025-12-18T20:34:44.240818] [INFO ] [sig       ] [3468/3568] Completed WHF in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 34.0s
[2025-12-18T20:34:44.240856] [INFO ] [sig       ] [3469/3568] Forecasting WHG...
[2025-12-18T20:34:44.240886] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-18T20:34:44.240915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-18T20:34:44.252495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-18T20:34:44.252831] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-18T20:34:44.253627] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-18T20:34:44.253679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:44.253711] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:44.253738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:44.253796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:44.313388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:44.314245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:44.314327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:44.314360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:44.417911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:44.418063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:44.418106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:44.418134] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:44.421435] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=73.82%)
[2025-12-18T20:34:44.421728] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-18T20:34:44.421855] [INFO ] [sig       ] WHG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:44.560953] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WHG.txt
[2025-12-18T20:34:44.561091] [INFO ] [sig       ] [3469/3568] Completed WHG in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 33.7s
[2025-12-18T20:34:44.561130] [INFO ] [sig       ] [3470/3568] Forecasting WIA...
[2025-12-18T20:34:44.561160] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-18T20:34:44.561190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-18T20:34:44.572500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-18T20:34:44.572844] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-18T20:34:44.573627] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-18T20:34:44.573678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:44.573746] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:44.573775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:44.573832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:44.633695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:44.634639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:44.634742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:44.634787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:44.761248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:44.761399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:44.761445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:44.761474] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:44.765512] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-18T20:34:44.765834] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-18T20:34:44.765965] [INFO ] [sig       ] WIA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:44.918627] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WIA.txt
[2025-12-18T20:34:44.918820] [INFO ] [sig       ] [3470/3568] Completed WIA in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 33.3s
[2025-12-18T20:34:44.918874] [INFO ] [sig       ] [3471/3568] Forecasting WIMI...
[2025-12-18T20:34:44.918905] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-18T20:34:44.918942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-18T20:34:44.931392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-18T20:34:44.931756] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-18T20:34:44.932530] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-18T20:34:44.932599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:44.932633] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:44.932660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:44.932716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:44.994812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:44.995767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:44.995851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:44.995884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:45.124468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:45.124641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:45.124686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:45.124714] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:45.128139] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-12-18T20:34:45.128466] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-18T20:34:45.128632] [INFO ] [sig       ] WIMI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:45.277276] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WIMI.txt
[2025-12-18T20:34:45.277449] [INFO ] [sig       ] [3471/3568] Completed WIMI in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 33.0s
[2025-12-18T20:34:45.277492] [INFO ] [sig       ] [3472/3568] Forecasting WINA...
[2025-12-18T20:34:45.277521] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-18T20:34:45.277552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-18T20:34:45.289865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-18T20:34:45.290244] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-18T20:34:45.291088] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-18T20:34:45.291148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:45.291184] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:45.291212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:45.291269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:45.349416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:45.350287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:45.350374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:45.350407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:45.478294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:45.478450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:45.478492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:45.478521] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:45.482105] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-12-18T20:34:45.482417] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-18T20:34:45.482552] [INFO ] [sig       ] WINA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:45.631555] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WINA.txt
[2025-12-18T20:34:45.631711] [INFO ] [sig       ] [3472/3568] Completed WINA in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 32.6s
[2025-12-18T20:34:45.631750] [INFO ] [sig       ] [3473/3568] Forecasting WING...
[2025-12-18T20:34:45.631781] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-18T20:34:45.631819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-18T20:34:45.643597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-18T20:34:45.643870] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-18T20:34:45.644641] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-18T20:34:45.644692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:45.644723] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:45.644750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:45.644806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:45.700265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:45.701021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:45.701103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:45.701135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:45.822471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:45.822640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:45.822688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:45.822747] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:45.826127] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-12-18T20:34:45.826398] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-18T20:34:45.826521] [INFO ] [sig       ] WING: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:45.965085] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WING.txt
[2025-12-18T20:34:45.965254] [INFO ] [sig       ] [3473/3568] Completed WING in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 32.3s
[2025-12-18T20:34:45.965301] [INFO ] [sig       ] [3474/3568] Forecasting WINN...
[2025-12-18T20:34:45.965332] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-18T20:34:45.965362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-18T20:34:45.977203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-18T20:34:45.977550] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-18T20:34:45.978340] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-18T20:34:45.978392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:45.978423] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:45.978449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:45.978505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:46.033679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:46.034696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:46.034789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:46.034823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:46.158031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:46.158189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:46.158233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:46.158263] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:46.161813] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=48.00%)
[2025-12-18T20:34:46.162106] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-18T20:34:46.162260] [INFO ] [sig       ] WINN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:46.308283] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WINN.txt
[2025-12-18T20:34:46.308444] [INFO ] [sig       ] [3474/3568] Completed WINN in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 32.0s
[2025-12-18T20:34:46.308485] [INFO ] [sig       ] [3475/3568] Forecasting WIX...
[2025-12-18T20:34:46.308514] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-18T20:34:46.308546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-18T20:34:46.320671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-18T20:34:46.321004] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-18T20:34:46.321826] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-18T20:34:46.321879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:46.321912] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:46.321938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:46.321997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:46.378105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:46.378858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:46.378936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:46.378968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:46.502801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:46.502975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:46.503021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:46.503051] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:46.506483] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=32.29%)
[2025-12-18T20:34:46.506842] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-18T20:34:46.507018] [INFO ] [sig       ] WIX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:46.643538] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WIX.txt
[2025-12-18T20:34:46.643699] [INFO ] [sig       ] [3475/3568] Completed WIX in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 31.6s
[2025-12-18T20:34:46.643739] [INFO ] [sig       ] [3476/3568] Forecasting WK...
[2025-12-18T20:34:46.643768] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-18T20:34:46.643799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-18T20:34:46.655427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-18T20:34:46.655762] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-18T20:34:46.656511] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-18T20:34:46.656563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:46.656618] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:46.656645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:46.656701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:46.712271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:46.713026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:46.713109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:46.713142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:46.837310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:46.837458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:46.837497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:46.837525] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:46.841076] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-18T20:34:46.841377] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-18T20:34:46.841513] [INFO ] [sig       ] WK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:46.980349] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WK.txt
[2025-12-18T20:34:46.980491] [INFO ] [sig       ] [3476/3568] Completed WK in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 31.3s
[2025-12-18T20:34:46.980531] [INFO ] [sig       ] [3477/3568] Forecasting WKC...
[2025-12-18T20:34:46.980560] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-18T20:34:46.980610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-18T20:34:46.991843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-18T20:34:46.992174] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-18T20:34:46.992954] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-18T20:34:46.993004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:46.993036] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:46.993062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:46.993118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:47.048650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:47.049449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:47.049532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:47.049564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:47.170723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:47.170881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:47.170924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:47.170971] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:47.174460] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-18T20:34:47.174764] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-18T20:34:47.174891] [INFO ] [sig       ] WKC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:47.319333] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WKC.txt
[2025-12-18T20:34:47.319491] [INFO ] [sig       ] [3477/3568] Completed WKC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 30.9s
[2025-12-18T20:34:47.319531] [INFO ] [sig       ] [3478/3568] Forecasting WKEY...
[2025-12-18T20:34:47.319560] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-18T20:34:47.319612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-18T20:34:47.331678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-18T20:34:47.332062] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-18T20:34:47.332877] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-18T20:34:47.332931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:47.332964] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:47.332992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:47.333049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:47.392854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:47.393735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:47.393822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:47.393855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:47.513284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:47.513441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:47.513483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:47.513513] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:47.516925] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-12-18T20:34:47.517210] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-18T20:34:47.517336] [INFO ] [sig       ] WKEY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:47.657407] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WKEY.txt
[2025-12-18T20:34:47.657553] [INFO ] [sig       ] [3478/3568] Completed WKEY in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 30.6s
[2025-12-18T20:34:47.657614] [INFO ] [sig       ] [3479/3568] Forecasting WKSP...
[2025-12-18T20:34:47.657645] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-18T20:34:47.657678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-18T20:34:47.670410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-18T20:34:47.670787] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-18T20:34:47.671644] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-18T20:34:47.671697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:47.671729] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:47.671755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:47.671810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:47.732240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:47.733147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:47.733261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:47.733312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:47.862964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:47.863133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:47.863196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:47.863241] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:47.866857] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-18T20:34:47.867158] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-18T20:34:47.867308] [INFO ] [sig       ] WKSP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:48.017693] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WKSP.txt
[2025-12-18T20:34:48.017876] [INFO ] [sig       ] [3479/3568] Completed WKSP in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 30.3s
[2025-12-18T20:34:48.017927] [INFO ] [sig       ] [3480/3568] Forecasting WLDN...
[2025-12-18T20:34:48.017959] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-18T20:34:48.017992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-18T20:34:48.030435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-18T20:34:48.030790] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-18T20:34:48.031610] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-18T20:34:48.031663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:48.031695] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:48.031723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:48.031779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:48.094836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:48.095773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:48.095891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:48.095941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:48.220223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:48.220381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:48.220424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:48.220452] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:48.223950] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-12-18T20:34:48.224230] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-18T20:34:48.224356] [INFO ] [sig       ] WLDN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:48.368035] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WLDN.txt
[2025-12-18T20:34:48.368214] [INFO ] [sig       ] [3480/3568] Completed WLDN in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 29.9s
[2025-12-18T20:34:48.368265] [INFO ] [sig       ] [3481/3568] Forecasting WLDS...
[2025-12-18T20:34:48.368297] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-18T20:34:48.368334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-18T20:34:48.380381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-18T20:34:48.380773] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-18T20:34:48.381562] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-18T20:34:48.381631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:48.381700] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:48.381731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:48.381789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:48.444918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:48.445832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:48.445936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:48.445986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:48.572664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:48.572830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:48.572889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:48.572926] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:48.576880] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-18T20:34:48.577190] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-18T20:34:48.577321] [INFO ] [sig       ] WLDS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:48.735906] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WLDS.txt
[2025-12-18T20:34:48.736064] [INFO ] [sig       ] [3481/3568] Completed WLDS in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 29.6s
[2025-12-18T20:34:48.736116] [INFO ] [sig       ] [3482/3568] Forecasting WLFC...
[2025-12-18T20:34:48.736150] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-18T20:34:48.736181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-18T20:34:48.748658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-18T20:34:48.749081] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-18T20:34:48.749863] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-18T20:34:48.749914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:48.749946] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:48.749973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:48.750028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:48.807618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:48.808466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:48.808551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:48.808605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:48.927600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:48.927755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:48.927798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:48.927828] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:48.931201] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-18T20:34:48.931489] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-18T20:34:48.931641] [INFO ] [sig       ] WLFC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:49.074954] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WLFC.txt
[2025-12-18T20:34:49.075103] [INFO ] [sig       ] [3482/3568] Completed WLFC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 29.2s
[2025-12-18T20:34:49.075142] [INFO ] [sig       ] [3483/3568] Forecasting WLK...
[2025-12-18T20:34:49.075172] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-18T20:34:49.075202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-18T20:34:49.087216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-18T20:34:49.087629] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-18T20:34:49.088402] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-18T20:34:49.088454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:49.088487] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:49.088514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:49.088590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:49.143388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:49.144187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:49.144269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:49.144300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:49.260902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:49.261060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:49.261102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:49.261131] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:49.264536] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=77.40%)
[2025-12-18T20:34:49.264849] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-18T20:34:49.264977] [INFO ] [sig       ] WLK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:49.402021] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WLK.txt
[2025-12-18T20:34:49.402192] [INFO ] [sig       ] [3483/3568] Completed WLK in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 28.9s
[2025-12-18T20:34:49.402231] [INFO ] [sig       ] [3484/3568] Forecasting WLKP...
[2025-12-18T20:34:49.402261] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-18T20:34:49.402292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-18T20:34:49.413366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-18T20:34:49.413709] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-18T20:34:49.414463] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-18T20:34:49.414514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:49.414545] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:49.414590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:49.414650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:49.469440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:49.470188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:49.470267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:49.470299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:49.585199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:49.585354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:49.585402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:49.585430] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:49.588718] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-18T20:34:49.589022] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-18T20:34:49.589149] [INFO ] [sig       ] WLKP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:49.730636] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WLKP.txt
[2025-12-18T20:34:49.730793] [INFO ] [sig       ] [3484/3568] Completed WLKP in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 28.6s
[2025-12-18T20:34:49.730850] [INFO ] [sig       ] [3485/3568] Forecasting WMG...
[2025-12-18T20:34:49.730897] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-18T20:34:49.730930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-18T20:34:49.743401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-18T20:34:49.743772] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-18T20:34:49.744559] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-18T20:34:49.744643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:49.744679] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:49.744708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:49.744765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:49.807470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:49.808254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:49.808347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:49.808397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:49.940603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:49.940761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:49.940805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:49.940834] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:49.944233] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-12-18T20:34:49.944519] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-18T20:34:49.944670] [INFO ] [sig       ] WMG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:50.091077] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WMG.txt
[2025-12-18T20:34:50.091228] [INFO ] [sig       ] [3485/3568] Completed WMG in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 28.2s
[2025-12-18T20:34:50.091267] [INFO ] [sig       ] [3486/3568] Forecasting WMK...
[2025-12-18T20:34:50.091297] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-18T20:34:50.091327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-18T20:34:50.102898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-18T20:34:50.103220] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-18T20:34:50.103980] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-18T20:34:50.104030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:50.104061] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:50.104088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:50.104156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:50.162193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:50.162992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:50.163073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:50.163106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:50.283245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:50.283399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:50.283442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:50.283471] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:50.287228] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=69.58%)
[2025-12-18T20:34:50.287510] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-18T20:34:50.287874] [INFO ] [sig       ] WMK: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:50.437690] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WMK.txt
[2025-12-18T20:34:50.437855] [INFO ] [sig       ] [3486/3568] Completed WMK in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 27.9s
[2025-12-18T20:34:50.437897] [INFO ] [sig       ] [3487/3568] Forecasting WMS...
[2025-12-18T20:34:50.437938] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-18T20:34:50.437970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-18T20:34:50.449989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-18T20:34:50.450342] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-18T20:34:50.451126] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-18T20:34:50.451176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:50.451234] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:50.451262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:50.451318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:50.510588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:50.511365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:50.511447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:50.511478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:50.632385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:50.632542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:50.632604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:50.632634] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:50.635975] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-18T20:34:50.636280] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-18T20:34:50.636411] [INFO ] [sig       ] WMS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:50.785505] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WMS.txt
[2025-12-18T20:34:50.785675] [INFO ] [sig       ] [3487/3568] Completed WMS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 27.5s
[2025-12-18T20:34:50.785717] [INFO ] [sig       ] [3488/3568] Forecasting WNC...
[2025-12-18T20:34:50.785747] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-18T20:34:50.785777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-18T20:34:50.797250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-18T20:34:50.797614] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-18T20:34:50.798390] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-18T20:34:50.798440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:50.798471] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:50.798498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:50.798554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:50.863261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:50.864297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:50.864381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:50.864414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:50.987994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:50.988154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:50.988196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:50.988242] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:50.992294] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=52.80%)
[2025-12-18T20:34:50.992598] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-18T20:34:50.992727] [INFO ] [sig       ] WNC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:51.145741] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WNC.txt
[2025-12-18T20:34:51.145890] [INFO ] [sig       ] [3488/3568] Completed WNC in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 27.2s
[2025-12-18T20:34:51.145932] [INFO ] [sig       ] [3489/3568] Forecasting WNEB...
[2025-12-18T20:34:51.145963] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-18T20:34:51.145993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-18T20:34:51.157898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-18T20:34:51.158252] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-18T20:34:51.159148] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-18T20:34:51.159201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:51.159234] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:51.159261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:51.159318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:51.220725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:51.221612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:51.221696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:51.221730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:51.351554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:51.351726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:51.351770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:51.351799] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:51.355221] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2025-12-18T20:34:51.355500] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-18T20:34:51.355644] [INFO ] [sig       ] WNEB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:51.507639] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WNEB.txt
[2025-12-18T20:34:51.507786] [INFO ] [sig       ] [3489/3568] Completed WNEB in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 26.9s
[2025-12-18T20:34:51.507827] [INFO ] [sig       ] [3490/3568] Forecasting WOOD...
[2025-12-18T20:34:51.507857] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-18T20:34:51.507891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-18T20:34:51.520320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-18T20:34:51.520697] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-18T20:34:51.521510] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-18T20:34:51.521562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:51.521619] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:51.521656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:51.521739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:51.583506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:51.584308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:51.584391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:51.584426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:51.692460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:51.692638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:51.692701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:51.692777] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:51.696781] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-12-18T20:34:51.697102] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-18T20:34:51.697264] [INFO ] [sig       ] WOOD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:51.851457] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WOOD.txt
[2025-12-18T20:34:51.851638] [INFO ] [sig       ] [3490/3568] Completed WOOD in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 26.5s
[2025-12-18T20:34:51.851684] [INFO ] [sig       ] [3491/3568] Forecasting WOOF...
[2025-12-18T20:34:51.851717] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-18T20:34:51.851747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-18T20:34:51.863665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-18T20:34:51.863968] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-18T20:34:51.864754] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-18T20:34:51.864805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:51.864838] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:51.864866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:51.864922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:51.924265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:51.925206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:51.925308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:51.925347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:52.055299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:52.055456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:52.055515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:52.055561] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:52.059220] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-12-18T20:34:52.059505] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-18T20:34:52.059662] [INFO ] [sig       ] WOOF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:52.210767] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WOOF.txt
[2025-12-18T20:34:52.210903] [INFO ] [sig       ] [3491/3568] Completed WOOF in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 26.2s
[2025-12-18T20:34:52.210943] [INFO ] [sig       ] [3492/3568] Forecasting WPC...
[2025-12-18T20:34:52.210972] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-18T20:34:52.211002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-18T20:34:52.222690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-18T20:34:52.223058] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-18T20:34:52.224019] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-18T20:34:52.224078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:52.224123] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:52.224164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:52.224263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:52.286088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:52.286815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:52.286900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:52.286932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:52.413466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:52.413629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:52.413681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:52.413728] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:52.417603] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-18T20:34:52.417958] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-18T20:34:52.418102] [INFO ] [sig       ] WPC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:52.565714] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WPC.txt
[2025-12-18T20:34:52.565871] [INFO ] [sig       ] [3492/3568] Completed WPC in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 25.8s
[2025-12-18T20:34:52.565911] [INFO ] [sig       ] [3493/3568] Forecasting WPP...
[2025-12-18T20:34:52.565943] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-18T20:34:52.565974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-18T20:34:52.577521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-18T20:34:52.577857] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-18T20:34:52.578700] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-18T20:34:52.578752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:52.578785] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:52.578813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:52.578871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:52.637975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:52.638898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:52.638982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:52.639065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:52.759389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:52.759546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:52.759607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:52.759637] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:52.763104] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-12-18T20:34:52.763396] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-18T20:34:52.763529] [INFO ] [sig       ] WPP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:52.904166] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WPP.txt
[2025-12-18T20:34:52.904328] [INFO ] [sig       ] [3493/3568] Completed WPP in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 25.5s
[2025-12-18T20:34:52.904367] [INFO ] [sig       ] [3494/3568] Forecasting WRAP...
[2025-12-18T20:34:52.904396] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-18T20:34:52.904426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-18T20:34:52.916454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-18T20:34:52.916868] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-18T20:34:52.917701] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-18T20:34:52.917768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:52.917800] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:52.917826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:52.917882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:52.974957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:52.975870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:52.975975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:52.976009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:53.093753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:53.093916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:53.093960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:53.093988] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:53.097340] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=71.87%)
[2025-12-18T20:34:53.097652] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-18T20:34:53.097783] [INFO ] [sig       ] WRAP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:53.232765] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WRAP.txt
[2025-12-18T20:34:53.232902] [INFO ] [sig       ] [3494/3568] Completed WRAP in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 25.2s
[2025-12-18T20:34:53.232940] [INFO ] [sig       ] [3495/3568] Forecasting WRB...
[2025-12-18T20:34:53.232969] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-18T20:34:53.232999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-18T20:34:53.244251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-18T20:34:53.244589] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-18T20:34:53.245334] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-18T20:34:53.245385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:53.245417] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:53.245443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:53.245498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:53.300488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:53.301263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:53.301342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:53.301374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:53.417470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:53.417641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:53.417684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:53.417712] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:53.421016] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-18T20:34:53.421290] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-18T20:34:53.421415] [INFO ] [sig       ] WRB: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:53.556942] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WRB.txt
[2025-12-18T20:34:53.557082] [INFO ] [sig       ] [3495/3568] Completed WRB in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 24.8s
[2025-12-18T20:34:53.557121] [INFO ] [sig       ] [3496/3568] Forecasting WRBY...
[2025-12-18T20:34:53.557150] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-18T20:34:53.557181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-18T20:34:53.568435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-18T20:34:53.568759] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-18T20:34:53.569532] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-18T20:34:53.569607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:53.569640] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:53.569666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:53.569721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:53.624614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:53.625356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:53.625434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:53.625465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:53.742166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:53.742322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:53.742363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:53.742391] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:53.745683] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=22.59%)
[2025-12-18T20:34:53.745962] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-18T20:34:53.746082] [INFO ] [sig       ] WRBY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:53.883076] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WRBY.txt
[2025-12-18T20:34:53.883217] [INFO ] [sig       ] [3496/3568] Completed WRBY in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 24.5s
[2025-12-18T20:34:53.883255] [INFO ] [sig       ] [3497/3568] Forecasting WRLD...
[2025-12-18T20:34:53.883284] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-18T20:34:53.883314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-18T20:34:53.894591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-18T20:34:53.894855] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-18T20:34:53.895661] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-18T20:34:53.895714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:53.895746] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:53.895775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:53.895833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:53.954996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:53.955785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:53.955913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:53.955955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:54.070147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:54.070292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:54.070333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:54.070363] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:54.074210] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-18T20:34:54.074504] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-18T20:34:54.074657] [INFO ] [sig       ] WRLD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:54.227242] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WRLD.txt
[2025-12-18T20:34:54.227388] [INFO ] [sig       ] [3497/3568] Completed WRLD in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 24.1s
[2025-12-18T20:34:54.227430] [INFO ] [sig       ] [3498/3568] Forecasting WSBC...
[2025-12-18T20:34:54.227461] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-18T20:34:54.227495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-18T20:34:54.241475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-18T20:34:54.241952] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-18T20:34:54.243009] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-18T20:34:54.243074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:54.243123] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:54.243160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:54.243239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:54.303987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:54.304694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:54.304775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:54.304809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:54.427840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:54.428022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:54.428067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:54.428096] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:54.431730] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-18T20:34:54.432064] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-18T20:34:54.432201] [INFO ] [sig       ] WSBC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:54.587354] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WSBC.txt
[2025-12-18T20:34:54.587497] [INFO ] [sig       ] [3498/3568] Completed WSBC in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 23.8s
[2025-12-18T20:34:54.587539] [INFO ] [sig       ] [3499/3568] Forecasting WSBF...
[2025-12-18T20:34:54.587588] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-18T20:34:54.587625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-18T20:34:54.600821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-18T20:34:54.601183] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-18T20:34:54.602168] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-18T20:34:54.602228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:54.602268] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:54.602306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:54.602384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:54.664249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:54.664951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:54.665027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:54.665060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:54.782091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:54.782209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:54.782249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:54.782279] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:54.785589] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-18T20:34:54.785893] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-18T20:34:54.786022] [INFO ] [sig       ] WSBF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:54.925239] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WSBF.txt
[2025-12-18T20:34:54.925391] [INFO ] [sig       ] [3499/3568] Completed WSBF in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 23.5s
[2025-12-18T20:34:54.925430] [INFO ] [sig       ] [3500/3568] Forecasting WSC...
[2025-12-18T20:34:54.925461] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-18T20:34:54.925492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-18T20:34:54.937172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-18T20:34:54.937515] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-18T20:34:54.938308] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-18T20:34:54.938361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:54.938393] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:54.938420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:54.938475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:54.994879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:54.995631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:54.995708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:54.995740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:55.119217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:55.119367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:55.119410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:55.119439] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:55.122780] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-18T20:34:55.123050] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-18T20:34:55.123174] [INFO ] [sig       ] WSC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:55.258932] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WSC.txt
[2025-12-18T20:34:55.259096] [INFO ] [sig       ] [3500/3568] Completed WSC in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 23.1s
[2025-12-18T20:34:55.259136] [INFO ] [sig       ] [3501/3568] Forecasting WSFS...
[2025-12-18T20:34:55.259166] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-18T20:34:55.259194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-18T20:34:55.270351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-18T20:34:55.270628] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-18T20:34:55.271378] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-18T20:34:55.271429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:55.271459] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:55.271484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:55.271539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:55.326694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:55.327272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:55.327348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:55.327379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:55.438633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:55.438759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:55.438796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:55.438824] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:55.441935] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=71.26%)
[2025-12-18T20:34:55.442203] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-18T20:34:55.442320] [INFO ] [sig       ] WSFS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:55.579168] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WSFS.txt
[2025-12-18T20:34:55.579277] [INFO ] [sig       ] [3501/3568] Completed WSFS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 22.8s
[2025-12-18T20:34:55.579322] [INFO ] [sig       ] [3502/3568] Forecasting WSM...
[2025-12-18T20:34:55.579357] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-18T20:34:55.579388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-18T20:34:55.591064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-18T20:34:55.591335] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-18T20:34:55.592270] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-18T20:34:55.592320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:55.592350] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:55.592376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:55.592432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:55.649715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:55.650405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:55.650485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:55.650515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:55.768565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:55.768677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:55.768712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:55.768740] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:55.771814] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=84.48%)
[2025-12-18T20:34:55.772080] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-18T20:34:55.772204] [INFO ] [sig       ] WSM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:55.907422] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WSM.txt
[2025-12-18T20:34:55.907531] [INFO ] [sig       ] [3502/3568] Completed WSM in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 22.4s
[2025-12-18T20:34:55.907586] [INFO ] [sig       ] [3503/3568] Forecasting WSO...
[2025-12-18T20:34:55.907618] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-18T20:34:55.907648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-18T20:34:55.919191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-18T20:34:55.919453] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-18T20:34:55.920201] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-18T20:34:55.920251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:55.920282] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:55.920309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:55.920364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:55.975450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:55.976051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:55.976125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:55.976155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:56.093055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:56.093187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:56.093228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:56.093256] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:56.096511] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-18T20:34:56.096800] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-18T20:34:56.096922] [INFO ] [sig       ] WSO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:56.235296] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WSO.txt
[2025-12-18T20:34:56.235405] [INFO ] [sig       ] [3503/3568] Completed WSO in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 22.1s
[2025-12-18T20:34:56.235441] [INFO ] [sig       ] [3504/3568] Forecasting WTBA...
[2025-12-18T20:34:56.235469] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-18T20:34:56.235499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-18T20:34:56.247478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-18T20:34:56.247909] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-18T20:34:56.248767] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-18T20:34:56.248821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:56.248889] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:56.248928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:56.249032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:56.307658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:56.308514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:56.308615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:56.308650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:56.427094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:56.427257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:56.427332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:56.427383] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:56.431317] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2025-12-18T20:34:56.431722] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-18T20:34:56.431862] [INFO ] [sig       ] WTBA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:56.572103] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WTBA.txt
[2025-12-18T20:34:56.572255] [INFO ] [sig       ] [3504/3568] Completed WTBA in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 21.8s
[2025-12-18T20:34:56.572295] [INFO ] [sig       ] [3505/3568] Forecasting WTFC...
[2025-12-18T20:34:56.572324] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-18T20:34:56.572354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-18T20:34:56.584202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-18T20:34:56.584562] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-18T20:34:56.585334] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-18T20:34:56.585384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:56.585428] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:56.585455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:56.585510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:56.642814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:56.643660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:56.643743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:56.643776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:56.767529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:56.767703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:56.767746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:56.767775] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:56.771192] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=69.06%)
[2025-12-18T20:34:56.771472] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-18T20:34:56.771620] [INFO ] [sig       ] WTFC: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:56.912470] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WTFC.txt
[2025-12-18T20:34:56.912639] [INFO ] [sig       ] [3505/3568] Completed WTFC in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 21.4s
[2025-12-18T20:34:56.912679] [INFO ] [sig       ] [3506/3568] Forecasting WTI...
[2025-12-18T20:34:56.912708] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-18T20:34:56.912738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-18T20:34:56.924613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-18T20:34:56.924885] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-18T20:34:56.925681] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-18T20:34:56.925732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:56.925764] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:56.925789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:56.925844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:56.983550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:56.984398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:56.984483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:56.984515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:57.099049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:57.099201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:57.099241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:57.099267] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:57.102547] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-18T20:34:57.102847] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-18T20:34:57.102971] [INFO ] [sig       ] WTI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:57.238248] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WTI.txt
[2025-12-18T20:34:57.238384] [INFO ] [sig       ] [3506/3568] Completed WTI in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 21.1s
[2025-12-18T20:34:57.238422] [INFO ] [sig       ] [3507/3568] Forecasting WTRG...
[2025-12-18T20:34:57.238452] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-18T20:34:57.238481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-18T20:34:57.250152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-18T20:34:57.250431] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-18T20:34:57.251187] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-18T20:34:57.251237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:57.251266] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:57.251292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:57.251347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:57.306894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:57.307662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:57.307739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:57.307771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:57.422004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:57.422154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:57.422194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:57.422258] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:57.425530] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-18T20:34:57.425828] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-18T20:34:57.425948] [INFO ] [sig       ] WTRG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:57.562641] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WTRG.txt
[2025-12-18T20:34:57.562802] [INFO ] [sig       ] [3507/3568] Completed WTRG in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 20.7s
[2025-12-18T20:34:57.562841] [INFO ] [sig       ] [3508/3568] Forecasting WTS...
[2025-12-18T20:34:57.562870] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-18T20:34:57.562899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-18T20:34:57.575024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-18T20:34:57.575396] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-18T20:34:57.576225] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-18T20:34:57.576278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:57.576310] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:57.576337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:57.576394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:57.633945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:57.634829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:57.634910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:57.634942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:57.754994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:57.755142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:57.755184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:57.755212] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:57.758453] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-18T20:34:57.758742] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-18T20:34:57.758862] [INFO ] [sig       ] WTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:57.897947] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WTS.txt
[2025-12-18T20:34:57.898105] [INFO ] [sig       ] [3508/3568] Completed WTS in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 20.4s
[2025-12-18T20:34:57.898160] [INFO ] [sig       ] [3509/3568] Forecasting WULF...
[2025-12-18T20:34:57.898197] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-18T20:34:57.898234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-18T20:34:57.910205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-18T20:34:57.910566] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-18T20:34:57.911384] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-18T20:34:57.911436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:57.911468] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:57.911494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:57.911562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:57.968721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:57.969539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:57.969656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:57.969696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:58.088099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:58.088248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:58.088288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:58.088317] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:58.091618] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=29.51%)
[2025-12-18T20:34:58.091896] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-18T20:34:58.092020] [INFO ] [sig       ] WULF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:58.237328] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WULF.txt
[2025-12-18T20:34:58.237478] [INFO ] [sig       ] [3509/3568] Completed WULF in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 20.1s
[2025-12-18T20:34:58.237519] [INFO ] [sig       ] [3510/3568] Forecasting WVE...
[2025-12-18T20:34:58.237548] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-18T20:34:58.237597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-18T20:34:58.249192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-18T20:34:58.249466] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-18T20:34:58.250296] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-18T20:34:58.250348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:58.250381] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:58.250408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:58.250466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:58.307631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:58.308213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:58.308292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:58.308324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:58.428489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:58.428607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:58.428646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:58.428676] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:58.431849] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-18T20:34:58.432123] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-18T20:34:58.432264] [INFO ] [sig       ] WVE: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:58.569518] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WVE.txt
[2025-12-18T20:34:58.569664] [INFO ] [sig       ] [3510/3568] Completed WVE in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 19.7s
[2025-12-18T20:34:58.569714] [INFO ] [sig       ] [3511/3568] Forecasting WWD...
[2025-12-18T20:34:58.569751] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-18T20:34:58.569783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-18T20:34:58.580958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-18T20:34:58.581215] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-18T20:34:58.581969] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-18T20:34:58.582019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:58.582051] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:58.582077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:58.582133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:58.639276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:58.639909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:58.639986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:58.640018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:58.760426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:58.760522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:58.760558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:58.760603] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:58.763684] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2025-12-18T20:34:58.763947] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-18T20:34:58.764065] [INFO ] [sig       ] WWD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:58.900615] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WWD.txt
[2025-12-18T20:34:58.900724] [INFO ] [sig       ] [3511/3568] Completed WWD in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 19.4s
[2025-12-18T20:34:58.900762] [INFO ] [sig       ] [3512/3568] Forecasting WY...
[2025-12-18T20:34:58.900790] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-18T20:34:58.900820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-18T20:34:58.911637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-18T20:34:58.911907] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-18T20:34:58.912659] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-18T20:34:58.912710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:58.912741] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:58.912767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:58.912822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:58.977194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:58.977854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:58.977933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:58.977964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:59.092359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:59.092499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:59.092539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:59.092602] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:59.095882] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-18T20:34:59.096164] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-18T20:34:59.096288] [INFO ] [sig       ] WY: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:34:59.234755] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/WY.txt
[2025-12-18T20:34:59.234882] [INFO ] [sig       ] [3512/3568] Completed WY in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 19.0s
[2025-12-18T20:34:59.234920] [INFO ] [sig       ] [3513/3568] Forecasting WYNN...
[2025-12-18T20:34:59.234949] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-18T20:34:59.234978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-18T20:34:59.246106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-18T20:34:59.246386] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-18T20:34:59.247148] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-18T20:34:59.247198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:59.247229] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:59.247255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:59.247311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:59.303719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:59.304408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:59.304488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:59.304520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:59.425480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:59.425653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:59.425697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:59.425725] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:59.429401] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-18T20:34:59.429706] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-18T20:34:59.429839] [INFO ] [sig       ] WYNN: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:59.568983] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/WYNN.txt
[2025-12-18T20:34:59.569145] [INFO ] [sig       ] [3513/3568] Completed WYNN in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 18.7s
[2025-12-18T20:34:59.569182] [INFO ] [sig       ] [3514/3568] Forecasting XBIL...
[2025-12-18T20:34:59.569212] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-18T20:34:59.569242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-18T20:34:59.581269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-18T20:34:59.581632] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-18T20:34:59.582457] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-18T20:34:59.582510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:59.582543] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:59.582588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:59.582658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:59.643282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:59.644099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:59.644224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:59.644259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:34:59.737238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:34:59.737339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:34:59.737375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:34:59.737402] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:34:59.740494] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2025-12-18T20:34:59.740808] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-18T20:34:59.740928] [INFO ] [sig       ] XBIL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:34:59.879853] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XBIL.txt
[2025-12-18T20:34:59.880030] [INFO ] [sig       ] [3514/3568] Completed XBIL in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 18.4s
[2025-12-18T20:34:59.880081] [INFO ] [sig       ] [3515/3568] Forecasting XEL...
[2025-12-18T20:34:59.880115] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-18T20:34:59.880145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-18T20:34:59.892139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-18T20:34:59.892446] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-18T20:34:59.893279] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-18T20:34:59.893332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:34:59.893366] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:34:59.893395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:34:59.893453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:34:59.948990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:34:59.949783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:34:59.949861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:34:59.949894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:00.078438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:00.078616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:00.078660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:00.078688] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:00.082649] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-12-18T20:35:00.082953] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-18T20:35:00.083084] [INFO ] [sig       ] XEL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:00.225927] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/XEL.txt
[2025-12-18T20:35:00.226061] [INFO ] [sig       ] [3515/3568] Completed XEL in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 18.0s
[2025-12-18T20:35:00.226100] [INFO ] [sig       ] [3516/3568] Forecasting XENE...
[2025-12-18T20:35:00.226128] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-18T20:35:00.226157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-18T20:35:00.237351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-18T20:35:00.237687] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-18T20:35:00.238428] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-18T20:35:00.238478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:00.238508] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:00.238547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:00.238633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:00.294993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:00.295609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:00.295693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:00.295726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:00.413152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:00.413292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:00.413332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:00.413362] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:00.416788] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-18T20:35:00.417084] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-18T20:35:00.417211] [INFO ] [sig       ] XENE: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:00.559957] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XENE.txt
[2025-12-18T20:35:00.560097] [INFO ] [sig       ] [3516/3568] Completed XENE in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 17.7s
[2025-12-18T20:35:00.560137] [INFO ] [sig       ] [3517/3568] Forecasting XERS...
[2025-12-18T20:35:00.560168] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-18T20:35:00.560201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-18T20:35:00.572658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-18T20:35:00.573153] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-18T20:35:00.573922] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-18T20:35:00.573972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:00.574004] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:00.574031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:00.574087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:00.633264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:00.634056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:00.634134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:00.634167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:00.754421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:00.754586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:00.754629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:00.754658] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:00.757924] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-12-18T20:35:00.758195] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-18T20:35:00.758314] [INFO ] [sig       ] XERS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:00.901425] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XERS.txt
[2025-12-18T20:35:00.901625] [INFO ] [sig       ] [3517/3568] Completed XERS in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 17.3s
[2025-12-18T20:35:00.901668] [INFO ] [sig       ] [3518/3568] Forecasting XGN...
[2025-12-18T20:35:00.901697] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-18T20:35:00.901729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-18T20:35:00.912930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-18T20:35:00.913268] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-18T20:35:00.914103] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-18T20:35:00.914155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:00.914188] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:00.914215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:00.914273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:00.975266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:00.976266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:00.976348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:00.976382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:01.094340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:01.094489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:01.094531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:01.094560] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:01.097879] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-18T20:35:01.098151] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-18T20:35:01.098276] [INFO ] [sig       ] XGN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:01.235175] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/XGN.txt
[2025-12-18T20:35:01.235297] [INFO ] [sig       ] [3518/3568] Completed XGN in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 17.0s
[2025-12-18T20:35:01.235335] [INFO ] [sig       ] [3519/3568] Forecasting XOM...
[2025-12-18T20:35:01.235364] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-18T20:35:01.235394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-18T20:35:01.246992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-18T20:35:01.247278] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-18T20:35:01.248094] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-18T20:35:01.248146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:01.248178] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:01.248207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:01.248262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:01.306435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:01.307270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:01.307356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:01.307390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:01.429886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:01.430039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:01.430082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:01.430112] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:01.433462] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-12-18T20:35:01.433811] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-18T20:35:01.433974] [INFO ] [sig       ] XOM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:01.571946] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XOM.txt
[2025-12-18T20:35:01.572087] [INFO ] [sig       ] [3519/3568] Completed XOM in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 16.7s
[2025-12-18T20:35:01.572126] [INFO ] [sig       ] [3520/3568] Forecasting XOMA...
[2025-12-18T20:35:01.572156] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-18T20:35:01.572192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-18T20:35:01.583092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-18T20:35:01.583406] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-18T20:35:01.584295] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-18T20:35:01.584347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:01.584379] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:01.584406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:01.584462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:01.639244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:01.639901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:01.639978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:01.640010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:01.753747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:01.753897] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-18T20:35:01.753938] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:01.753969] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:01.757274] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-12-18T20:35:01.757551] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-18T20:35:01.757695] [INFO ] [sig       ] XOMA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:01.908795] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XOMA.txt
[2025-12-18T20:35:01.908955] [INFO ] [sig       ] [3520/3568] Completed XOMA in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 16.3s
[2025-12-18T20:35:01.909017] [INFO ] [sig       ] [3521/3568] Forecasting XOS...
[2025-12-18T20:35:01.909051] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-18T20:35:01.909082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-18T20:35:01.957115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-18T20:35:01.957639] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-18T20:35:01.958819] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-18T20:35:01.958892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:01.958974] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:01.959044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:01.959129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:02.045690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:02.046814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:02.046937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:02.046986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:02.184615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:02.184774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:02.184820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:02.184859] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:02.188588] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-12-18T20:35:02.188889] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-18T20:35:02.189056] [INFO ] [sig       ] XOS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:02.333871] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/XOS.txt
[2025-12-18T20:35:02.334026] [INFO ] [sig       ] [3521/3568] Completed XOS in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 16.0s
[2025-12-18T20:35:02.334074] [INFO ] [sig       ] [3522/3568] Forecasting XP...
[2025-12-18T20:35:02.334107] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-18T20:35:02.334138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-18T20:35:02.347117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-18T20:35:02.347465] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-18T20:35:02.348288] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-18T20:35:02.348340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:02.348371] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:02.348398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:02.348454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:02.406666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:02.407653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:02.407740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:02.407775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:02.532856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:02.533017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:02.533060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:02.533090] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:02.536390] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-12-18T20:35:02.536698] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-18T20:35:02.536842] [INFO ] [sig       ] XP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:02.689882] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XP.txt
[2025-12-18T20:35:02.690047] [INFO ] [sig       ] [3522/3568] Completed XP in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 15.6s
[2025-12-18T20:35:02.690101] [INFO ] [sig       ] [3523/3568] Forecasting XPEL...
[2025-12-18T20:35:02.690150] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-18T20:35:02.690189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-18T20:35:02.702857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-18T20:35:02.703235] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-18T20:35:02.704112] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-18T20:35:02.704167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:02.704200] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:02.704229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:02.704287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:02.769314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:02.770272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:02.770379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:02.770422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:02.901814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:02.901995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:02.902060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:02.902105] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:02.906147] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-18T20:35:02.906464] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-18T20:35:02.906633] [INFO ] [sig       ] XPEL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:03.053366] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XPEL.txt
[2025-12-18T20:35:03.053512] [INFO ] [sig       ] [3523/3568] Completed XPEL in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 15.3s
[2025-12-18T20:35:03.053553] [INFO ] [sig       ] [3524/3568] Forecasting XPO...
[2025-12-18T20:35:03.053615] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-18T20:35:03.053653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-18T20:35:03.066561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-18T20:35:03.066927] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-18T20:35:03.067737] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-18T20:35:03.067789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:03.067822] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:03.067848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:03.067903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:03.129363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:03.130274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:03.130362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:03.130405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:03.259058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:03.259239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:03.259294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:03.259330] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:03.263474] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-18T20:35:03.263916] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-18T20:35:03.264095] [INFO ] [sig       ] XPO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:03.403505] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XPO.txt
[2025-12-18T20:35:03.403665] [INFO ] [sig       ] [3524/3568] Completed XPO in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 15.0s
[2025-12-18T20:35:03.403708] [INFO ] [sig       ] [3525/3568] Forecasting XPOF...
[2025-12-18T20:35:03.403738] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-18T20:35:03.403767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-18T20:35:03.415374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-18T20:35:03.415674] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-18T20:35:03.416440] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-18T20:35:03.416491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:03.416522] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:03.416549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:03.416626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:03.472683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:03.473377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:03.473456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:03.473488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:03.597174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:03.597345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:03.597388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:03.597416] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:03.600834] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-18T20:35:03.601110] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-18T20:35:03.601231] [INFO ] [sig       ] XPOF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:03.738356] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/XPOF.txt
[2025-12-18T20:35:03.738484] [INFO ] [sig       ] [3525/3568] Completed XPOF in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 14.6s
[2025-12-18T20:35:03.738523] [INFO ] [sig       ] [3526/3568] Forecasting XPRO...
[2025-12-18T20:35:03.738552] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-18T20:35:03.738598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-18T20:35:03.750353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-18T20:35:03.750751] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-18T20:35:03.751516] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-18T20:35:03.751568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:03.751627] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:03.751654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:03.751711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:03.809620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:03.810472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:03.810555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:03.810607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:03.933200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:03.933352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:03.933395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:03.933426] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:03.936841] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-12-18T20:35:03.937140] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-18T20:35:03.937289] [INFO ] [sig       ] XPRO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:04.072142] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/XPRO.txt
[2025-12-18T20:35:04.072281] [INFO ] [sig       ] [3526/3568] Completed XPRO in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 14.3s
[2025-12-18T20:35:04.072320] [INFO ] [sig       ] [3527/3568] Forecasting XRAY...
[2025-12-18T20:35:04.072350] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-18T20:35:04.072379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-18T20:35:04.084231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-18T20:35:04.084561] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-18T20:35:04.085330] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-18T20:35:04.085381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:04.085412] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:04.085438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:04.085494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:04.141399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:04.142264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:04.142347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:04.142383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:04.261098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:04.261256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:04.261299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:04.261327] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:04.264682] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-12-18T20:35:04.264969] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-18T20:35:04.265097] [INFO ] [sig       ] XRAY: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:04.407410] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XRAY.txt
[2025-12-18T20:35:04.407561] [INFO ] [sig       ] [3527/3568] Completed XRAY in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 13.9s
[2025-12-18T20:35:04.407622] [INFO ] [sig       ] [3528/3568] Forecasting XRX...
[2025-12-18T20:35:04.407653] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-18T20:35:04.407682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-18T20:35:04.419265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-18T20:35:04.419639] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-18T20:35:04.420419] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-18T20:35:04.420471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:04.420504] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:04.420532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:04.420607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:04.481104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:04.482026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:04.482118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:04.482151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:04.608738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:04.609114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:04.609157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:04.609186] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:04.612913] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-18T20:35:04.613191] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-18T20:35:04.613311] [INFO ] [sig       ] XRX: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:04.751613] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/XRX.txt
[2025-12-18T20:35:04.751735] [INFO ] [sig       ] [3528/3568] Completed XRX in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 13.6s
[2025-12-18T20:35:04.751772] [INFO ] [sig       ] [3529/3568] Forecasting XTIA...
[2025-12-18T20:35:04.751801] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-18T20:35:04.751831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-18T20:35:04.765403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-18T20:35:04.765843] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-18T20:35:04.766678] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-18T20:35:04.766745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:04.766776] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:04.766803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:04.766860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:04.822684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:04.823610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:04.823706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:04.823738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:04.951687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:04.951882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:04.951931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:04.952155] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:04.955665] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=32.22%)
[2025-12-18T20:35:04.955973] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-18T20:35:04.956106] [INFO ] [sig       ] XTIA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:05.097375] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/XTIA.txt
[2025-12-18T20:35:05.097527] [INFO ] [sig       ] [3529/3568] Completed XTIA in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 13.3s
[2025-12-18T20:35:05.097566] [INFO ] [sig       ] [3530/3568] Forecasting XTKG...
[2025-12-18T20:35:05.097615] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-18T20:35:05.097645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-18T20:35:05.109220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-18T20:35:05.109620] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-18T20:35:05.110430] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-18T20:35:05.110482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:05.110515] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:05.110541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:05.110612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:05.166825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:05.167615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:05.167696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:05.167729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:05.279395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:05.279556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:05.279617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:05.279647] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:05.282961] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2025-12-18T20:35:05.283235] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-18T20:35:05.283355] [INFO ] [sig       ] XTKG: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:05.421873] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XTKG.txt
[2025-12-18T20:35:05.422003] [INFO ] [sig       ] [3530/3568] Completed XTKG in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 12.9s
[2025-12-18T20:35:05.422041] [INFO ] [sig       ] [3531/3568] Forecasting XYF...
[2025-12-18T20:35:05.422070] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-18T20:35:05.422099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-18T20:35:05.433143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-18T20:35:05.433424] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-18T20:35:05.434222] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-18T20:35:05.434273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:05.434303] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:05.434330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:05.434386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:05.489845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:05.490460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:05.490561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:05.490612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:05.609063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:05.609211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:05.609254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:05.609283] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:05.612542] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-18T20:35:05.612833] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-18T20:35:05.612955] [INFO ] [sig       ] XYF: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:05.751357] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XYF.txt
[2025-12-18T20:35:05.751473] [INFO ] [sig       ] [3531/3568] Completed XYF in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 12.6s
[2025-12-18T20:35:05.751511] [INFO ] [sig       ] [3532/3568] Forecasting XYL...
[2025-12-18T20:35:05.751541] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-18T20:35:05.751585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-18T20:35:05.762916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-18T20:35:05.763179] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-18T20:35:05.763984] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-18T20:35:05.764035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:05.764067] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:05.764093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:05.764149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:05.820134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:05.820738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:05.820814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:05.820848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:05.941829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:05.941926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:05.941966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:05.941995] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:05.945274] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=86.85%)
[2025-12-18T20:35:05.945544] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-18T20:35:05.945682] [INFO ] [sig       ] XYL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:06.085507] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/XYL.txt
[2025-12-18T20:35:06.085650] [INFO ] [sig       ] [3532/3568] Completed XYL in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 12.2s
[2025-12-18T20:35:06.085698] [INFO ] [sig       ] [3533/3568] Forecasting YALA...
[2025-12-18T20:35:06.085728] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-18T20:35:06.085759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-18T20:35:06.096446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-18T20:35:06.096743] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-18T20:35:06.097485] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-18T20:35:06.097535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:06.097566] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:06.097611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:06.097667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:06.153721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:06.154303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:06.154379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:06.154411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:06.273539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:06.273693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:06.273734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:06.273762] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:06.276987] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-18T20:35:06.277268] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-18T20:35:06.277393] [INFO ] [sig       ] YALA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:06.415686] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/YALA.txt
[2025-12-18T20:35:06.415803] [INFO ] [sig       ] [3533/3568] Completed YALA in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 11.9s
[2025-12-18T20:35:06.415840] [INFO ] [sig       ] [3534/3568] Forecasting YELP...
[2025-12-18T20:35:06.415869] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-18T20:35:06.415899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-18T20:35:06.429410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-18T20:35:06.429737] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-18T20:35:06.430515] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-18T20:35:06.430565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:06.430616] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:06.430643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:06.430699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:06.487852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:06.488448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:06.488522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:06.488553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:06.610962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:06.611282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:06.611319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:06.611348] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:06.614740] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=48.22%)
[2025-12-18T20:35:06.615027] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-18T20:35:06.615148] [INFO ] [sig       ] YELP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:06.754281] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/YELP.txt
[2025-12-18T20:35:06.754438] [INFO ] [sig       ] [3534/3568] Completed YELP in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 11.6s
[2025-12-18T20:35:06.754477] [INFO ] [sig       ] [3535/3568] Forecasting YETI...
[2025-12-18T20:35:06.754507] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-18T20:35:06.754536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-18T20:35:06.765139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-18T20:35:06.765416] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-18T20:35:06.766174] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-18T20:35:06.766225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:06.766256] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:06.766282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:06.766338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:06.822799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:06.823416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:06.823491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:06.823522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:06.942531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:06.942699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:06.942742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:06.942770] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:06.946028] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=63.14%)
[2025-12-18T20:35:06.946302] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-18T20:35:06.946421] [INFO ] [sig       ] YETI: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:07.088514] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/YETI.txt
[2025-12-18T20:35:07.088687] [INFO ] [sig       ] [3535/3568] Completed YETI in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 11.2s
[2025-12-18T20:35:07.088728] [INFO ] [sig       ] [3536/3568] Forecasting YMM...
[2025-12-18T20:35:07.088759] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-18T20:35:07.088789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-18T20:35:07.100343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-18T20:35:07.100678] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-18T20:35:07.101476] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-18T20:35:07.101528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:07.101560] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:07.101615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:07.101674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:07.158094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:07.158723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:07.158797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:07.158829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:07.276756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:07.276909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:07.276966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:07.276995] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:07.280291] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2025-12-18T20:35:07.280562] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-18T20:35:07.280702] [INFO ] [sig       ] YMM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:07.475532] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/YMM.txt
[2025-12-18T20:35:07.475681] [INFO ] [sig       ] [3536/3568] Completed YMM in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 10.9s
[2025-12-18T20:35:07.475721] [INFO ] [sig       ] [3537/3568] Forecasting YPF...
[2025-12-18T20:35:07.475752] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-18T20:35:07.475782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-18T20:35:07.487283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-18T20:35:07.487596] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-18T20:35:07.488335] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-18T20:35:07.488385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:07.488416] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:07.488442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:07.488498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:07.544664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:07.545309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:07.545386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:07.545418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:07.668175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:07.668320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:07.668362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:07.668391] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:07.671735] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-18T20:35:07.672009] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-18T20:35:07.672130] [INFO ] [sig       ] YPF: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:07.814847] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/YPF.txt
[2025-12-18T20:35:07.814975] [INFO ] [sig       ] [3537/3568] Completed YPF in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 10.5s
[2025-12-18T20:35:07.815013] [INFO ] [sig       ] [3538/3568] Forecasting YQQQ...
[2025-12-18T20:35:07.815044] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-18T20:35:07.815074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-18T20:35:07.826980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-18T20:35:07.827262] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-18T20:35:07.828039] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-18T20:35:07.828090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:07.828148] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:07.828176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:07.828232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:07.888443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:07.889143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:07.889223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:07.889257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:08.012732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:08.012881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:08.012922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:08.012952] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:08.016321] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-12-18T20:35:08.016616] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-18T20:35:08.016743] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:08.158193] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/YQQQ.txt
[2025-12-18T20:35:08.158346] [INFO ] [sig       ] [3538/3568] Completed YQQQ in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 10.2s
[2025-12-18T20:35:08.158385] [INFO ] [sig       ] [3539/3568] Forecasting YRD...
[2025-12-18T20:35:08.158416] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-18T20:35:08.158445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-18T20:35:08.169425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-18T20:35:08.169735] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-18T20:35:08.170503] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-18T20:35:08.170555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:08.170614] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:08.170646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:08.170704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:08.226726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:08.227512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:08.227607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:08.227641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:08.343973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:08.344095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:08.344133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:08.344161] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:08.347429] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=49.98%)
[2025-12-18T20:35:08.347734] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-18T20:35:08.347856] [INFO ] [sig       ] YRD: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:08.485804] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/YRD.txt
[2025-12-18T20:35:08.485954] [INFO ] [sig       ] [3539/3568] Completed YRD in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 9.9s
[2025-12-18T20:35:08.485994] [INFO ] [sig       ] [3540/3568] Forecasting YSG...
[2025-12-18T20:35:08.486026] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-18T20:35:08.486055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-18T20:35:08.497097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-18T20:35:08.497412] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-18T20:35:08.498209] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-18T20:35:08.498261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:08.498305] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:08.498333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:08.498392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:08.556157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:08.557005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:08.557087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:08.557119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:08.681392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:08.681551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:08.681628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:08.681662] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:08.684972] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-18T20:35:08.685246] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-18T20:35:08.685369] [INFO ] [sig       ] YSG: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:08.823117] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/YSG.txt
[2025-12-18T20:35:08.823236] [INFO ] [sig       ] [3540/3568] Completed YSG in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 9.5s
[2025-12-18T20:35:08.823273] [INFO ] [sig       ] [3541/3568] Forecasting YTRA...
[2025-12-18T20:35:08.823303] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-18T20:35:08.823333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-18T20:35:08.838115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-18T20:35:08.838416] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-18T20:35:08.839266] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-18T20:35:08.839319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:08.839351] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:08.839377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:08.839434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:08.899304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:08.900079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:08.900160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:08.900191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:09.023226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:09.023349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:09.023390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:09.023449] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:09.027061] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-18T20:35:09.027355] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-18T20:35:09.027480] [INFO ] [sig       ] YTRA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:09.176696] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/YTRA.txt
[2025-12-18T20:35:09.176900] [INFO ] [sig       ] [3541/3568] Completed YTRA in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 9.2s
[2025-12-18T20:35:09.176954] [INFO ] [sig       ] [3542/3568] Forecasting YUM...
[2025-12-18T20:35:09.176993] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-18T20:35:09.177035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-18T20:35:09.188984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-18T20:35:09.189663] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-18T20:35:09.190907] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-18T20:35:09.190960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:09.190993] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:09.191020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:09.191075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:09.246258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:09.246951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:09.247029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:09.247062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:09.360960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:09.361117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:09.361160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:09.361189] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:09.364594] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-18T20:35:09.364883] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-18T20:35:09.365009] [INFO ] [sig       ] YUM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:09.501657] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/YUM.txt
[2025-12-18T20:35:09.501792] [INFO ] [sig       ] [3542/3568] Completed YUM in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 8.8s
[2025-12-18T20:35:09.501832] [INFO ] [sig       ] [3543/3568] Forecasting YUMC...
[2025-12-18T20:35:09.501862] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-18T20:35:09.501890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-18T20:35:09.515539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-18T20:35:09.515864] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-18T20:35:09.516666] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-18T20:35:09.516719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:09.516751] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:09.516779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:09.516837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:09.573892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:09.574656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:09.574735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:09.574767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:09.693201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:09.693355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:09.693395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:09.693424] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:09.696688] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-12-18T20:35:09.696960] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-18T20:35:09.697080] [INFO ] [sig       ] YUMC: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:09.836624] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/YUMC.txt
[2025-12-18T20:35:09.836772] [INFO ] [sig       ] [3543/3568] Completed YUMC in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 8.5s
[2025-12-18T20:35:09.836811] [INFO ] [sig       ] [3544/3568] Forecasting Z...
[2025-12-18T20:35:09.836850] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-18T20:35:09.836884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-18T20:35:09.849366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-18T20:35:09.849707] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-18T20:35:09.850458] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-18T20:35:09.850508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:09.850538] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:09.850564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:09.850644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:09.908526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:09.909305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:09.909386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:09.909418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:10.033527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:10.033688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:10.033729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:10.033758] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:10.037018] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=81.44%)
[2025-12-18T20:35:10.037289] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-18T20:35:10.037408] [INFO ] [sig       ] Z: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:10.176631] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/Z.txt
[2025-12-18T20:35:10.176753] [INFO ] [sig       ] [3544/3568] Completed Z in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 8.2s
[2025-12-18T20:35:10.176791] [INFO ] [sig       ] [3545/3568] Forecasting ZBH...
[2025-12-18T20:35:10.176821] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-18T20:35:10.176850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-18T20:35:10.187643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-18T20:35:10.187947] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-18T20:35:10.188727] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-18T20:35:10.188780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:10.188812] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:10.188840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:10.188897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:10.252847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:10.253732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:10.253817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:10.253850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:10.372387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:10.372508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:10.372547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:10.372592] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:10.375751] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-12-18T20:35:10.376025] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-18T20:35:10.376143] [INFO ] [sig       ] ZBH: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:10.516018] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZBH.txt
[2025-12-18T20:35:10.516147] [INFO ] [sig       ] [3545/3568] Completed ZBH in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 7.8s
[2025-12-18T20:35:10.516184] [INFO ] [sig       ] [3546/3568] Forecasting ZBIO...
[2025-12-18T20:35:10.516213] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-18T20:35:10.516242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-18T20:35:10.527913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-18T20:35:10.528231] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-18T20:35:10.529027] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-18T20:35:10.529079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:10.529110] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:10.529137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:10.529192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:10.585059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:10.585772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:10.585850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:10.585881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:10.704649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:10.704799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:10.704840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:10.704869] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:10.708163] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2025-12-18T20:35:10.708439] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-18T20:35:10.708561] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:10.845865] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZBIO.txt
[2025-12-18T20:35:10.846011] [INFO ] [sig       ] [3546/3568] Completed ZBIO in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 7.5s
[2025-12-18T20:35:10.846048] [INFO ] [sig       ] [3547/3568] Forecasting ZBRA...
[2025-12-18T20:35:10.846076] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-18T20:35:10.846106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-18T20:35:10.860434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-18T20:35:10.860811] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-18T20:35:10.861613] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-18T20:35:10.861666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:10.861700] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:10.861727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:10.861785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:10.919009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:10.919812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:10.919892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:10.919923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:11.038764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:11.038916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:11.038957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:11.039020] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:11.042344] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2025-12-18T20:35:11.042637] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-18T20:35:11.042764] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:11.179158] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZBRA.txt
[2025-12-18T20:35:11.179303] [INFO ] [sig       ] [3547/3568] Completed ZBRA in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 7.1s
[2025-12-18T20:35:11.179341] [INFO ] [sig       ] [3548/3568] Forecasting ZD...
[2025-12-18T20:35:11.179371] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-18T20:35:11.179402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-18T20:35:11.191305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-18T20:35:11.191668] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-18T20:35:11.192441] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-18T20:35:11.192493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:11.192524] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:11.192552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:11.192633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:11.250535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:11.251635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:11.251795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:11.251849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:11.384287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:11.384457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:11.384501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:11.384530] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:11.387989] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=79.83%)
[2025-12-18T20:35:11.388423] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-18T20:35:11.388552] [INFO ] [sig       ] ZD: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:11.531025] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZD.txt
[2025-12-18T20:35:11.531176] [INFO ] [sig       ] [3548/3568] Completed ZD in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 6.8s
[2025-12-18T20:35:11.531216] [INFO ] [sig       ] [3549/3568] Forecasting ZEPP...
[2025-12-18T20:35:11.531246] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-18T20:35:11.531274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-18T20:35:11.543216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-18T20:35:11.543652] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-18T20:35:11.544451] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-18T20:35:11.544503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:11.544535] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:11.544561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:11.544639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:11.600100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:11.600942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:11.601027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:11.601060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:11.715929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:11.716280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:11.716323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:11.716351] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:11.720558] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=33.94%)
[2025-12-18T20:35:11.720903] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-18T20:35:11.721041] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:11.860051] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZEPP.txt
[2025-12-18T20:35:11.860193] [INFO ] [sig       ] [3549/3568] Completed ZEPP in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 6.5s
[2025-12-18T20:35:11.860232] [INFO ] [sig       ] [3550/3568] Forecasting ZETA...
[2025-12-18T20:35:11.860263] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-18T20:35:11.860292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-18T20:35:11.874346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-18T20:35:11.874713] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-18T20:35:11.875464] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-18T20:35:11.875519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:11.875550] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:11.875601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:11.875660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:11.931844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:11.932652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:11.932736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:11.932770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:12.058858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:12.059028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:12.059073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:12.059114] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:12.062788] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-12-18T20:35:12.063079] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-18T20:35:12.063224] [INFO ] [sig       ] ZETA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:12.210256] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZETA.txt
[2025-12-18T20:35:12.210402] [INFO ] [sig       ] [3550/3568] Completed ZETA in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 6.1s
[2025-12-18T20:35:12.210442] [INFO ] [sig       ] [3551/3568] Forecasting ZEUS...
[2025-12-18T20:35:12.210472] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-18T20:35:12.210503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-18T20:35:12.226643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-18T20:35:12.227107] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-18T20:35:12.228296] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-18T20:35:12.228366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:12.228422] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:12.228471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:12.228626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:12.307978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:12.308882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:12.308967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:12.309120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:12.428699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:12.428824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:12.428861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:12.428890] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:12.432102] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=21.37%)
[2025-12-18T20:35:12.432378] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-18T20:35:12.432501] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:12.569405] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZEUS.txt
[2025-12-18T20:35:12.569543] [INFO ] [sig       ] [3551/3568] Completed ZEUS in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 5.8s
[2025-12-18T20:35:12.569600] [INFO ] [sig       ] [3552/3568] Forecasting ZGN...
[2025-12-18T20:35:12.569640] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-18T20:35:12.569670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-18T20:35:12.581359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-18T20:35:12.581664] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-18T20:35:12.582437] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-18T20:35:12.582489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:12.582521] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:12.582548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:12.582637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:12.640165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:12.640783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:12.640862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:12.640893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:12.759017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:12.759139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:12.759178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:12.759207] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:12.762510] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=29.23%)
[2025-12-18T20:35:12.762798] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-18T20:35:12.762920] [INFO ] [sig       ] ZGN: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:12.901167] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZGN.txt
[2025-12-18T20:35:12.901283] [INFO ] [sig       ] [3552/3568] Completed ZGN in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 5.4s
[2025-12-18T20:35:12.901321] [INFO ] [sig       ] [3553/3568] Forecasting ZH...
[2025-12-18T20:35:12.901351] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-18T20:35:12.901381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-18T20:35:12.912828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-18T20:35:12.913109] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-18T20:35:12.913881] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-18T20:35:12.913942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:12.913974] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:12.914000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:12.914056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:12.970896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:12.971485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:12.971562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:12.971612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:13.090202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:13.090328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:13.090367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:13.090395] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:13.093611] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2025-12-18T20:35:13.093883] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-18T20:35:13.094006] [INFO ] [sig       ] ZH: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:13.233490] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZH.txt
[2025-12-18T20:35:13.233617] [INFO ] [sig       ] [3553/3568] Completed ZH in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 5.1s
[2025-12-18T20:35:13.233657] [INFO ] [sig       ] [3554/3568] Forecasting ZIM...
[2025-12-18T20:35:13.233685] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-18T20:35:13.233713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-18T20:35:13.244888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-18T20:35:13.245151] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-18T20:35:13.246141] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-18T20:35:13.246190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:13.246221] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:13.246246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:13.246302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:13.303386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:13.304001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:13.304076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:13.304107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:13.421757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:13.421876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:13.421914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:13.421942] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:13.425232] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-18T20:35:13.425520] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-18T20:35:13.425671] [INFO ] [sig       ] ZIM: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:13.566245] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZIM.txt
[2025-12-18T20:35:13.566370] [INFO ] [sig       ] [3554/3568] Completed ZIM in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 4.8s
[2025-12-18T20:35:13.566410] [INFO ] [sig       ] [3555/3568] Forecasting ZION...
[2025-12-18T20:35:13.566441] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-18T20:35:13.566470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-18T20:35:13.577832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-18T20:35:13.578131] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-18T20:35:13.578916] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-18T20:35:13.578971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:13.579058] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:13.579088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:13.579146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:13.636442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:13.637057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:13.637144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:13.637186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:13.762044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:13.762171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:13.762213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:13.762240] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:13.765482] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2025-12-18T20:35:13.765763] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-18T20:35:13.765883] [INFO ] [sig       ] ZION: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:13.904151] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZION.txt
[2025-12-18T20:35:13.904265] [INFO ] [sig       ] [3555/3568] Completed ZION in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 4.4s
[2025-12-18T20:35:13.904302] [INFO ] [sig       ] [3556/3568] Forecasting ZIP...
[2025-12-18T20:35:13.904331] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-18T20:35:13.904361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-18T20:35:13.915689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-18T20:35:13.915977] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-18T20:35:13.916760] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-18T20:35:13.916810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:13.916842] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:13.916869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:13.916926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:13.972346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:13.972939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:13.973016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:13.973047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:14.091818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:14.091933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:14.091970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:14.091997] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:14.095171] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-12-18T20:35:14.095435] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-18T20:35:14.095554] [INFO ] [sig       ] ZIP: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:14.232800] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZIP.txt
[2025-12-18T20:35:14.232918] [INFO ] [sig       ] [3556/3568] Completed ZIP in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 4.1s
[2025-12-18T20:35:14.232956] [INFO ] [sig       ] [3557/3568] Forecasting ZLAB...
[2025-12-18T20:35:14.232988] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-18T20:35:14.233018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-18T20:35:14.244562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-18T20:35:14.244866] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-18T20:35:14.245629] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-18T20:35:14.245679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:14.245711] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:14.245737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:14.245792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:14.304374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:14.305018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:14.305095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:14.305128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:14.426591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:14.426701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:14.426738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:14.426766] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:14.429920] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=54.67%)
[2025-12-18T20:35:14.430186] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-18T20:35:14.430308] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:14.567786] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZLAB.txt
[2025-12-18T20:35:14.567899] [INFO ] [sig       ] [3557/3568] Completed ZLAB in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 3.7s
[2025-12-18T20:35:14.567936] [INFO ] [sig       ] [3558/3568] Forecasting ZM...
[2025-12-18T20:35:14.567964] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-18T20:35:14.567994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-18T20:35:14.579734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-18T20:35:14.580010] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-18T20:35:14.580770] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-18T20:35:14.580820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:14.580851] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:14.580876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:14.580933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:14.637431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:14.638052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:14.638131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:14.638161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:14.754998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:14.755114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:14.755151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:14.755209] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:14.758427] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-18T20:35:14.758726] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-18T20:35:14.758848] [INFO ] [sig       ] ZM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:14.896432] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZM.txt
[2025-12-18T20:35:14.896590] [INFO ] [sig       ] [3558/3568] Completed ZM in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 3.4s
[2025-12-18T20:35:14.896630] [INFO ] [sig       ] [3559/3568] Forecasting ZNTL...
[2025-12-18T20:35:14.896660] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-18T20:35:14.896689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-18T20:35:14.907774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-18T20:35:14.908094] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-18T20:35:14.908875] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-18T20:35:14.908926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:14.908956] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:14.908981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:14.909059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:14.973761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:14.974622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:14.974713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:14.974744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:15.097528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:15.097699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:15.097740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:15.097768] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:15.101148] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-18T20:35:15.101417] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-18T20:35:15.101536] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:15.241048] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZNTL.txt
[2025-12-18T20:35:15.241172] [INFO ] [sig       ] [3559/3568] Completed ZNTL in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 3.1s
[2025-12-18T20:35:15.241379] [INFO ] [sig       ] [3560/3568] Forecasting ZS...
[2025-12-18T20:35:15.241407] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-18T20:35:15.241437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-18T20:35:15.253496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-18T20:35:15.253814] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-18T20:35:15.254729] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-18T20:35:15.254780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:15.254812] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:15.254838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:15.254898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:15.310960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:15.311872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:15.311951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:15.311982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:15.435941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:15.436074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:15.436131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:15.436161] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:15.439400] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-12-18T20:35:15.439710] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-18T20:35:15.439866] [INFO ] [sig       ] ZS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:15.595162] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZS.txt
[2025-12-18T20:35:15.595316] [INFO ] [sig       ] [3560/3568] Completed ZS in 0.4s | 2.94 sym/s | Total: 20.2m | ETA: 2.7s
[2025-12-18T20:35:15.595355] [INFO ] [sig       ] [3561/3568] Forecasting ZTO...
[2025-12-18T20:35:15.595385] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-18T20:35:15.595415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-18T20:35:15.607124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-18T20:35:15.607513] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-18T20:35:15.608308] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-18T20:35:15.608360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:15.608390] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:15.608417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:15.608473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:15.664479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:15.665303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:15.665384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:15.665415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:15.784995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:15.785140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:15.785182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:15.785210] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:15.788461] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-12-18T20:35:15.788749] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-18T20:35:15.788869] [INFO ] [sig       ] ZTO: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:15.930871] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZTO.txt
[2025-12-18T20:35:15.931030] [INFO ] [sig       ] [3561/3568] Completed ZTO in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 2.4s
[2025-12-18T20:35:15.931071] [INFO ] [sig       ] [3562/3568] Forecasting ZTS...
[2025-12-18T20:35:15.931101] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-18T20:35:15.931129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-18T20:35:15.943161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-18T20:35:15.943497] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-18T20:35:15.944291] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-18T20:35:15.944345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:15.944378] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:15.944407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:15.944465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:15.999799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:16.000500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:16.000595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:16.000629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:16.120941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:16.121097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:16.121138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:16.121166] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:16.124538] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-18T20:35:16.124851] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-18T20:35:16.124981] [INFO ] [sig       ] ZTS: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:16.265203] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZTS.txt
[2025-12-18T20:35:16.265355] [INFO ] [sig       ] [3562/3568] Completed ZTS in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 2.0s
[2025-12-18T20:35:16.265394] [INFO ] [sig       ] [3563/3568] Forecasting ZUMZ...
[2025-12-18T20:35:16.265423] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-18T20:35:16.265453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-18T20:35:16.276557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-18T20:35:16.276881] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-18T20:35:16.277677] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-18T20:35:16.277729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:16.277762] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:16.277790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:16.277847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:16.333631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:16.334473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:16.334558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:16.334614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:16.455277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:16.455430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:16.455471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:16.455499] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:16.458767] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-18T20:35:16.459065] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-18T20:35:16.459189] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:16.602632] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZUMZ.txt
[2025-12-18T20:35:16.602806] [INFO ] [sig       ] [3563/3568] Completed ZUMZ in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 1.7s
[2025-12-18T20:35:16.602847] [INFO ] [sig       ] [3564/3568] Forecasting ZURA...
[2025-12-18T20:35:16.602879] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-18T20:35:16.602908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-18T20:35:16.614763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-18T20:35:16.615145] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-18T20:35:16.615962] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-18T20:35:16.616016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:16.616062] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:16.616090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:16.616147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:16.671958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:16.672841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:16.672924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:16.672955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:16.794209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:16.794360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:16.794404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:16.794432] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:16.797743] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-18T20:35:16.798009] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-18T20:35:16.798128] [INFO ] [sig       ] ZURA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:16.936790] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZURA.txt
[2025-12-18T20:35:16.936910] [INFO ] [sig       ] [3564/3568] Completed ZURA in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 1.4s
[2025-12-18T20:35:16.936948] [INFO ] [sig       ] [3565/3568] Forecasting ZVIA...
[2025-12-18T20:35:16.936978] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-18T20:35:16.937006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-18T20:35:16.948536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-18T20:35:16.948844] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-18T20:35:16.949627] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-18T20:35:16.949677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:16.949708] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:16.949734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:16.949788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:17.005206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:17.005842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:17.005945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:17.005978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:17.128138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:17.128288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:17.128330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:17.128358] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:17.131679] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-12-18T20:35:17.131948] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-18T20:35:17.132075] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:17.282221] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZVIA.txt
[2025-12-18T20:35:17.282394] [INFO ] [sig       ] [3565/3568] Completed ZVIA in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 1.0s
[2025-12-18T20:35:17.282434] [INFO ] [sig       ] [3566/3568] Forecasting ZVRA...
[2025-12-18T20:35:17.282465] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-18T20:35:17.282502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-18T20:35:17.295477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-18T20:35:17.295891] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-18T20:35:17.296804] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-18T20:35:17.296857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:17.296889] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:17.296915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:17.296974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:17.353145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:17.353919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:17.353998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:17.354030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:17.469210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:17.469337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:17.469377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:17.469405] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:17.472690] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-12-18T20:35:17.472960] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-18T20:35:17.473079] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-18T20:35:17.612943] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/ZVRA.txt
[2025-12-18T20:35:17.613080] [INFO ] [sig       ] [3566/3568] Completed ZVRA in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 0.7s
[2025-12-18T20:35:17.613117] [INFO ] [sig       ] [3567/3568] Forecasting ZWS...
[2025-12-18T20:35:17.613147] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-18T20:35:17.613177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-18T20:35:17.624331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-18T20:35:17.624650] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-18T20:35:17.625426] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-18T20:35:17.625476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:17.625509] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:17.625542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:17.625617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:17.681998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:17.682604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:17.682680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:17.682711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:17.803635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:17.803781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:17.803821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:17.803851] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:17.807122] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-18T20:35:17.807393] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-18T20:35:17.807513] [INFO ] [sig       ] ZWS: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:17.949406] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZWS.txt
[2025-12-18T20:35:17.949556] [INFO ] [sig       ] [3567/3568] Completed ZWS in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 0.3s
[2025-12-18T20:35:17.949613] [INFO ] [sig       ] [3568/3568] Forecasting ZYME...
[2025-12-18T20:35:17.949650] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-18T20:35:17.949690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-18T20:35:17.961950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-18T20:35:17.962291] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-18T20:35:17.963103] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-18T20:35:17.963155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-18T20:35:17.963188] [DEBUG] [FORECASTER] Starting train method
[2025-12-18T20:35:17.963214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-18T20:35:17.963271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-18T20:35:18.019521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-18T20:35:18.020399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-18T20:35:18.020481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-18T20:35:18.020513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-18T20:35:18.140096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-18T20:35:18.140246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-18T20:35:18.140286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-18T20:35:18.140315] [INFO ] [FORECASTER] Training complete
[2025-12-18T20:35:18.143636] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=13.10%)
[2025-12-18T20:35:18.143926] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-18T20:35:18.144047] [INFO ] [sig       ] ZYME: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-18T20:35:18.285374] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/ZYME.txt
[2025-12-18T20:35:18.285602] [INFO ] [sig       ] [3568/3568] Completed ZYME in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 0.0s
[2025-12-18T20:35:18.285645] [INFO ] [sig       ] ==================================================
[2025-12-18T20:35:18.285675] [INFO ] [sig       ] Forecasts complete: 3568/3568 symbols succeeded
[2025-12-18T20:35:18.285706] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-18T20:35:18.285733] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-18T20:35:18.286154] [INFO ] [sig       ] Found 48 forecast dates to process
[2025-12-18T20:35:18.286195] [INFO ] [sig       ] [1/48] Processing report for 2025-10-10...
[2025-12-18T20:35:18.286238] [INFO ] [sig       ] [1/48] Report for 2025-10-10 already exists, skipping...
[2025-12-18T20:35:18.286269] [INFO ] [sig       ] [2/48] Processing report for 2025-10-13...
[2025-12-18T20:35:18.286304] [INFO ] [sig       ] [2/48] Report for 2025-10-13 already exists, skipping...
[2025-12-18T20:35:18.286339] [INFO ] [sig       ] [3/48] Processing report for 2025-10-14...
[2025-12-18T20:35:18.286371] [INFO ] [sig       ] [3/48] Report for 2025-10-14 already exists, skipping...
[2025-12-18T20:35:18.286398] [INFO ] [sig       ] [4/48] Processing report for 2025-10-15...
[2025-12-18T20:35:18.286433] [INFO ] [sig       ] [4/48] Report for 2025-10-15 already exists, skipping...
[2025-12-18T20:35:18.286460] [INFO ] [sig       ] [5/48] Processing report for 2025-10-16...
[2025-12-18T20:35:18.286492] [INFO ] [sig       ] [5/48] Report for 2025-10-16 already exists, skipping...
[2025-12-18T20:35:18.286518] [INFO ] [sig       ] [6/48] Processing report for 2025-10-17...
[2025-12-18T20:35:18.286548] [INFO ] [sig       ] [6/48] Report for 2025-10-17 already exists, skipping...
[2025-12-18T20:35:18.286593] [INFO ] [sig       ] [7/48] Processing report for 2025-10-20...
[2025-12-18T20:35:18.286627] [INFO ] [sig       ] [7/48] Report for 2025-10-20 already exists, skipping...
[2025-12-18T20:35:18.286653] [INFO ] [sig       ] [8/48] Processing report for 2025-10-21...
[2025-12-18T20:35:18.286691] [INFO ] [sig       ] [8/48] Report for 2025-10-21 already exists, skipping...
[2025-12-18T20:35:18.286719] [INFO ] [sig       ] [9/48] Processing report for 2025-10-22...
[2025-12-18T20:35:18.286749] [INFO ] [sig       ] [9/48] Report for 2025-10-22 already exists, skipping...
[2025-12-18T20:35:18.286775] [INFO ] [sig       ] [10/48] Processing report for 2025-10-23...
[2025-12-18T20:35:18.286804] [INFO ] [sig       ] [10/48] Report for 2025-10-23 already exists, skipping...
[2025-12-18T20:35:18.286829] [INFO ] [sig       ] [11/48] Processing report for 2025-10-24...
[2025-12-18T20:35:18.286859] [INFO ] [sig       ] [11/48] Report for 2025-10-24 already exists, skipping...
[2025-12-18T20:35:18.286884] [INFO ] [sig       ] [12/48] Processing report for 2025-10-27...
[2025-12-18T20:35:18.286914] [INFO ] [sig       ] [12/48] Report for 2025-10-27 already exists, skipping...
[2025-12-18T20:35:18.286938] [INFO ] [sig       ] [13/48] Processing report for 2025-10-28...
[2025-12-18T20:35:18.286967] [INFO ] [sig       ] [13/48] Report for 2025-10-28 already exists, skipping...
[2025-12-18T20:35:18.286992] [INFO ] [sig       ] [14/48] Processing report for 2025-10-30...
[2025-12-18T20:35:18.287022] [INFO ] [sig       ] [14/48] Report for 2025-10-30 already exists, skipping...
[2025-12-18T20:35:18.287047] [INFO ] [sig       ] [15/48] Processing report for 2025-10-31...
[2025-12-18T20:35:18.287077] [INFO ] [sig       ] [15/48] Report for 2025-10-31 already exists, skipping...
[2025-12-18T20:35:18.287101] [INFO ] [sig       ] [16/48] Processing report for 2025-11-03...
[2025-12-18T20:35:18.287130] [INFO ] [sig       ] [16/48] Report for 2025-11-03 already exists, skipping...
[2025-12-18T20:35:18.287155] [INFO ] [sig       ] [17/48] Processing report for 2025-11-04...
[2025-12-18T20:35:18.287184] [INFO ] [sig       ] [17/48] Report for 2025-11-04 already exists, skipping...
[2025-12-18T20:35:18.287209] [INFO ] [sig       ] [18/48] Processing report for 2025-11-05...
[2025-12-18T20:35:18.287239] [INFO ] [sig       ] [18/48] Report for 2025-11-05 already exists, skipping...
[2025-12-18T20:35:18.287263] [INFO ] [sig       ] [19/48] Processing report for 2025-11-06...
[2025-12-18T20:35:18.287292] [INFO ] [sig       ] [19/48] Report for 2025-11-06 already exists, skipping...
[2025-12-18T20:35:18.287317] [INFO ] [sig       ] [20/48] Processing report for 2025-11-07...
[2025-12-18T20:35:18.287346] [INFO ] [sig       ] [20/48] Report for 2025-11-07 already exists, skipping...
[2025-12-18T20:35:18.287371] [INFO ] [sig       ] [21/48] Processing report for 2025-11-10...
[2025-12-18T20:35:18.287401] [INFO ] [sig       ] [21/48] Report for 2025-11-10 already exists, skipping...
[2025-12-18T20:35:18.287425] [INFO ] [sig       ] [22/48] Processing report for 2025-11-11...
[2025-12-18T20:35:18.287454] [INFO ] [sig       ] [22/48] Report for 2025-11-11 already exists, skipping...
[2025-12-18T20:35:18.287479] [INFO ] [sig       ] [23/48] Processing report for 2025-11-12...
[2025-12-18T20:35:18.287508] [INFO ] [sig       ] [23/48] Report for 2025-11-12 already exists, skipping...
[2025-12-18T20:35:18.287532] [INFO ] [sig       ] [24/48] Processing report for 2025-11-13...
[2025-12-18T20:35:18.287561] [INFO ] [sig       ] [24/48] Report for 2025-11-13 already exists, skipping...
[2025-12-18T20:35:18.287609] [INFO ] [sig       ] [25/48] Processing report for 2025-11-17...
[2025-12-18T20:35:18.287640] [INFO ] [sig       ] [25/48] Report for 2025-11-17 already exists, skipping...
[2025-12-18T20:35:18.287665] [INFO ] [sig       ] [26/48] Processing report for 2025-11-18...
[2025-12-18T20:35:18.287694] [INFO ] [sig       ] [26/48] Report for 2025-11-18 already exists, skipping...
[2025-12-18T20:35:18.287719] [INFO ] [sig       ] [27/48] Processing report for 2025-11-19...
[2025-12-18T20:35:18.287748] [INFO ] [sig       ] [27/48] Report for 2025-11-19 already exists, skipping...
[2025-12-18T20:35:18.287774] [INFO ] [sig       ] [28/48] Processing report for 2025-11-20...
[2025-12-18T20:35:18.287809] [INFO ] [sig       ] [28/48] Report for 2025-11-20 already exists, skipping...
[2025-12-18T20:35:18.287836] [INFO ] [sig       ] [29/48] Processing report for 2025-11-21...
[2025-12-18T20:35:18.287865] [INFO ] [sig       ] [29/48] Report for 2025-11-21 already exists, skipping...
[2025-12-18T20:35:18.287892] [INFO ] [sig       ] [30/48] Processing report for 2025-11-24...
[2025-12-18T20:35:18.287922] [INFO ] [sig       ] [30/48] Report for 2025-11-24 already exists, skipping...
[2025-12-18T20:35:18.287947] [INFO ] [sig       ] [31/48] Processing report for 2025-11-25...
[2025-12-18T20:35:18.287975] [INFO ] [sig       ] [31/48] Report for 2025-11-25 already exists, skipping...
[2025-12-18T20:35:18.288002] [INFO ] [sig       ] [32/48] Processing report for 2025-11-26...
[2025-12-18T20:35:18.288038] [INFO ] [sig       ] [32/48] Report for 2025-11-26 already exists, skipping...
[2025-12-18T20:35:18.288069] [INFO ] [sig       ] [33/48] Processing report for 2025-11-28...
[2025-12-18T20:35:18.288105] [INFO ] [sig       ] [33/48] Report for 2025-11-28 already exists, skipping...
[2025-12-18T20:35:18.288136] [INFO ] [sig       ] [34/48] Processing report for 2025-12-01...
[2025-12-18T20:35:18.288185] [INFO ] [sig       ] [34/48] Report for 2025-12-01 already exists, skipping...
[2025-12-18T20:35:18.288213] [INFO ] [sig       ] [35/48] Processing report for 2025-12-02...
[2025-12-18T20:35:18.288260] [INFO ] [sig       ] [35/48] Report for 2025-12-02 already exists, skipping...
[2025-12-18T20:35:18.288288] [INFO ] [sig       ] [36/48] Processing report for 2025-12-03...
[2025-12-18T20:35:18.288318] [INFO ] [sig       ] [36/48] Report for 2025-12-03 already exists, skipping...
[2025-12-18T20:35:18.288344] [INFO ] [sig       ] [37/48] Processing report for 2025-12-04...
[2025-12-18T20:35:18.288375] [INFO ] [sig       ] [37/48] Report for 2025-12-04 already exists, skipping...
[2025-12-18T20:35:18.288400] [INFO ] [sig       ] [38/48] Processing report for 2025-12-05...
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[2025-12-18T20:35:18.288466] [INFO ] [sig       ] [39/48] Processing report for 2025-12-08...
[2025-12-18T20:35:18.288497] [INFO ] [sig       ] [39/48] Report for 2025-12-08 already exists, skipping...
[2025-12-18T20:35:18.288522] [INFO ] [sig       ] [40/48] Processing report for 2025-12-09...
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[2025-12-18T20:35:18.288595] [INFO ] [sig       ] [41/48] Processing report for 2025-12-10...
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[2025-12-18T20:35:18.288668] [INFO ] [sig       ] [42/48] Processing report for 2025-12-11...
[2025-12-18T20:35:18.288704] [INFO ] [sig       ] [42/48] Report for 2025-12-11 already exists, skipping...
[2025-12-18T20:35:18.288731] [INFO ] [sig       ] [43/48] Processing report for 2025-12-12...
[2025-12-18T20:35:18.288768] [INFO ] [sig       ] [43/48] Report for 2025-12-12 already exists, skipping...
[2025-12-18T20:35:18.288795] [INFO ] [sig       ] [44/48] Processing report for 2025-12-15...
[2025-12-18T20:35:18.288831] [INFO ] [sig       ] [44/48] Report for 2025-12-15 already exists, skipping...
[2025-12-18T20:35:18.288859] [INFO ] [sig       ] [45/48] Processing report for 2025-12-16...
[2025-12-18T20:35:18.288890] [INFO ] [sig       ] [45/48] Report for 2025-12-16 already exists, skipping...
[2025-12-18T20:35:18.288916] [INFO ] [sig       ] [46/48] Processing report for 2025-12-17...
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[2025-12-18T20:35:18.288971] [INFO ] [sig       ] [47/48] Processing report for 2025-12-18...
[2025-12-18T20:35:18.289029] [INFO ] [sig       ] [47/48] Report for 2025-12-18 already exists, skipping...
[2025-12-18T20:35:18.289067] [INFO ] [sig       ] [48/48] Processing report for 2025-12-19...
[2025-12-18T20:35:18.357777] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.357931] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.357999] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.358061] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.358122] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.358194] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.358256] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.358317] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.358376] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.358435] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.358502] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.358562] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.358653] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.358714] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.358784] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.358846] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.358905] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.358965] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.359046] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.359111] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.359170] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.359237] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.359296] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.359352] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.359408] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.359477] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.359536] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.359621] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.359691] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.359751] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.359808] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.359865] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.359924] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.359996] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.360056] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.360114] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.360173] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.360232] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.360290] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.360357] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.360416] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.360475] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.360533] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.360610] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.360680] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.360739] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.360836] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.360896] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.360954] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.361012] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.361071] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.361129] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.361188] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.361248] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.361306] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.361364] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.361422] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.361481] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.361551] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.361631] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.361690] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.361747] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.361805] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.361863] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.361920] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.361988] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.362048] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.362106] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.362174] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.362233] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.362292] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.362364] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.362424] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.362482] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.362540] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.362621] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.362681] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.362747] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.362807] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.362878] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.362938] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.362996] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.363056] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.363113] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.363170] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.363228] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.363285] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.363350] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.363409] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.363465] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.363522] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.363617] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.363680] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.363739] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.363797] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.363855] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.363913] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.363971] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.364028] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.364086] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.364144] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.364202] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.364260] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.364317] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.364384] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.364443] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.364501] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.364557] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.364650] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.364719] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.364779] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.364837] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.364893] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.364951] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.365020] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.365095] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.365155] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.365233] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.365292] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.365351] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.365418] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.365478] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.365537] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.365616] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.365676] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.365735] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-18T20:35:18.365794] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.365852] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.365909] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.365969] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.366027] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.366085] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.366142] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.366201] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.366259] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.366316] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.366374] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.366432] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-18T20:35:18.366499] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.366559] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.366639] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.366698] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.366756] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.366814] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.366871] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.366929] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.366986] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.367045] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.367103] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.367162] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.367219] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.367276] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.367333] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.367410] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.367469] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.367528] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.367616] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.367679] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.367737] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.367796] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.367853] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.367911] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.367968] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.368026] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.368083] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.368142] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.368200] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.368259] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.368325] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.368385] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.368443] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.368503] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.368561] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.368639] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.368698] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.368757] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.368815] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.368872] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.368929] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.368987] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.369064] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.369133] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.369192] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.369260] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.369319] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.369375] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.369431] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.369488] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.369566] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.369655] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.369730] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.369797] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.369856] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.369913] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.369972] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.370034] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.370104] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.370176] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.370238] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.370295] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.370353] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.370412] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.370470] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.370529] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.370607] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.370679] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.370738] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.370795] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.370854] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.370911] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.370967] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.371028] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.371098] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.371167] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.371229] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.371295] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.371354] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.371410] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.371466] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.371522] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.371601] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.371673] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.371742] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.371801] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.371859] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.371917] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.371975] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.372034] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.372092] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.372158] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.372217] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.372274] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.372332] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.372391] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.372450] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.372508] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.372565] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.372643] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.372702] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.372768] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.372826] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.372884] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.372953] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.373013] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.373071] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.373129] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.373187] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.373245] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.373303] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.373370] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.373429] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.373487] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.373546] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.373622] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.373681] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.373739] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.373797] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.373854] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.373920] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.374001] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.374061] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.374119] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.374176] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.374234] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.374292] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.374350] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.374408] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.374486] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.374547] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.374630] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.374701] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.374769] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.374830] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.374888] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.374947] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-18T20:35:18.375005] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.375063] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.375131] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.375189] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.375256] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.375316] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.375382] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.375442] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.375500] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.375558] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.375642] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.375701] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.375760] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.375819] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.375877] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.375936] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.375994] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.376052] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.376110] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.376179] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.376245] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.376304] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.376362] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.376420] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.376486] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.376546] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.376621] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.376681] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.376739] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.376797] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.376864] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.376922] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.376980] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.377047] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.377130] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.377201] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.377266] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.377325] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.377384] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.377442] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.377508] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.377568] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.377645] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.377711] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.377768] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.377836] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.377896] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.377954] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.378013] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.378076] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.378135] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.378193] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.378260] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.378319] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.378377] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.378455] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.378514] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.378588] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.378650] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.378707] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.378764] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.378821] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.378887] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.378946] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.379022] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.379097] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.379170] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.379236] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.379294] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.379361] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.379419] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.379487] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.379548] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.379625] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.379684] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.379741] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.379813] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.379871] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.379932] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-18T20:35:18.380005] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.380065] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.380123] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.380180] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.380248] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.380306] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.380364] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.380421] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.380478] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.380536] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.380620] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.380680] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.380739] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.380797] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.380856] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.380914] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.380971] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.381036] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.381107] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.381177] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.381238] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.381295] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.381365] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.381422] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.381478] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.381544] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.381620] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.381678] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.381752] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.381811] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.381870] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.381928] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.381997] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.382057] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.382115] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.382173] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.382235] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-18T20:35:18.382294] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.382352] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.382409] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.382475] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.382532] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.382607] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.382666] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.382732] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.382791] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.382865] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.382946] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.383005] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.383062] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.383119] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.383177] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.383235] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.383293] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.383351] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.383420] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.383478] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.383536] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.383643] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.383706] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.383766] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.383824] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.383882] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.383941] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.383998] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.384057] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.384137] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.384198] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.384257] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.384457] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.384515] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.384590] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.384661] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.384722] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.384789] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.384848] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.384906] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.384964] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.385030] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.385103] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.385162] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.385220] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.385277] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.385336] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.385394] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.385453] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.385521] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.385602] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.385663] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.385728] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.385787] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.385845] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.385903] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.385961] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.386019] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.386077] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.386144] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.386212] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.386468] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.386528] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.386603] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.386665] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.386724] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.386793] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.386868] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.386927] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.386984] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.387040] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.387097] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.387154] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.387220] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.387280] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.387338] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.387396] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.387454] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.387511] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.387588] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.387650] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.387736] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.387805] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.387863] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.387921] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.387978] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.388036] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.388098] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.388157] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.388215] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.388273] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.388332] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.388389] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.388447] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.388507] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.388592] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.388655] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.388715] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.388774] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.388833] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.388891] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.388951] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.389025] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.389092] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.389149] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.389216] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.389462] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.389521] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.389606] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.389667] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.389731] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.389789] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.389847] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.389905] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.389962] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.390029] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.390089] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.390155] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.390214] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.390272] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.390340] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.390398] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.390456] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.390513] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.390569] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.390647] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.390714] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.390773] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.390830] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.390887] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.390946] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.391003] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.391060] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.391117] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.391174] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.391232] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.391488] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.391547] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.391629] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.391690] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.391747] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.391812] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.391871] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.391935] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.391992] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.392050] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.392108] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.392164] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.392220] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.392277] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.392333] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.392391] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.392472] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.392538] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.392624] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.392687] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.392745] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.392803] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.392860] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.392926] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.393002] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.393062] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.393125] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.393182] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.393433] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.393493] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.393551] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.393631] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.393700] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.393767] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.393825] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.393882] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.393940] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.393997] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.394056] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.394114] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.394172] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.394230] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.394292] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.394350] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.394408] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.394474] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.394534] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.394617] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.394679] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.394736] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.394794] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.394851] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.394907] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.394963] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.395021] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.395077] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.395133] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.395190] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.395246] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.395303] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.395371] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.395439] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.395499] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.395558] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.395637] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.395696] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.395756] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.395814] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.395871] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.395928] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.395986] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.396043] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.396107] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.396165] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.396222] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.396280] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.396339] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.396397] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.396465] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.396524] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.396626] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.396685] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.396744] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.396810] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.396869] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.396937] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.396997] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.397077] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.397137] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.397196] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.397254] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.397312] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.397371] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.397430] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.397488] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.397546] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.397637] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.397715] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.397774] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.397849] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.397908] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.397964] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.398021] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.398079] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.398138] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.398195] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.398251] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.398309] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.398366] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.398422] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.398479] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.398536] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.398613] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.398675] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-18T20:35:18.398734] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.398793] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.398852] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.398909] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.398967] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.399046] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.399105] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.399182] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.399249] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.399307] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.399364] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.399422] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.399479] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.399537] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.399620] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.399691] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.399751] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.399810] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.399867] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.399926] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.399995] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.400055] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.400122] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.400182] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.400239] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.400299] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.400356] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.400422] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.400482] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.400540] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.400616] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.400689] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.400756] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.400815] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.400875] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.400934] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.401002] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.401067] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.401125] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.401182] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.401240] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.401296] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.401354] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.401410] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.401490] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.401556] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.401635] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.401694] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.401762] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.401821] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.401896] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.401956] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.402014] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.402073] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.402130] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.402198] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.402258] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.402522] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.402598] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.402659] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.402727] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.402785] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.402842] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.402898] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.402964] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.403023] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.403085] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.403160] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.403413] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.403470] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.403527] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.403609] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-18T20:35:18.403680] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.403741] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.403798] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.403856] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.403915] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.403981] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.404039] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.404096] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.404153] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.404219] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.404277] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.404351] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.404410] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.404467] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.404523] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-18T20:35:18.404599] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.404660] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.404718] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.404777] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.404844] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.404903] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.404968] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.405026] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.405084] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.405141] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.405200] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.405259] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.405316] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.405375] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.405433] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.405491] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.405549] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.405627] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.405689] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.405752] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.405809] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.405867] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.405926] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.405993] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.406051] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.406109] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.406167] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.406224] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.406314] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.406375] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.406435] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-18T20:35:18.406494] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.406553] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.406633] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.406702] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.406763] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.406823] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.406882] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.406941] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.407001] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.407061] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.407122] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.407180] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.407250] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.407312] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.407369] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.407427] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.407484] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.407543] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.407621] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.407682] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.407741] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.407799] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.407856] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.408482] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.408554] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.408641] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.408702] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.408761] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.408820] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.408879] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.408937] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.409020] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.409084] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.409155] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.409214] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.409272] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.409329] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.409395] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.409455] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.409513] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.409594] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.409676] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.409734] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.409802] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.409860] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.409919] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.409976] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.410034] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.410099] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.410159] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.410216] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.410285] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.410352] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.410410] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.410469] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.410529] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.410605] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.410666] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.410732] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.410792] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.410852] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.410910] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-18T20:35:18.410967] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.411024] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.411081] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.411145] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.411203] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.411261] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.411345] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.411404] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.411463] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.411521] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.411596] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.411657] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.411715] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.411771] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.411828] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.411906] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.411967] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.412039] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.412108] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.412168] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.412226] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.412284] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.412342] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.412400] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.412458] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.412515] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.412591] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.412653] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.412710] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.412768] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.412826] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.412884] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.412942] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.413001] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.413059] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.413117] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.413175] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.413233] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.413290] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.413348] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.413408] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.413793] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.413865] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.413925] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.413984] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.414042] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.414099] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.414156] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.414213] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.414270] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.414328] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.414385] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.414455] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.414516] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.414605] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.414695] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.414755] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.414813] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.414869] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.414925] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.414983] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.415040] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.415097] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.415154] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.415212] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.415269] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.415327] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.415384] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.415454] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.415513] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.415586] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.415648] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.415706] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.415764] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.415821] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.415879] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.415935] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.416027] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.416091] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.416150] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.416208] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.416266] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.416324] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.416382] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.416440] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.416498] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.416566] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.416657] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.416718] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.416776] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.416834] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.416892] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.416951] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.417017] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.417076] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.417134] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.417192] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.417250] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-18T20:35:18.417309] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.417376] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.417436] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.417494] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.417552] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.417635] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.417703] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.417763] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.417820] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.417878] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.417936] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.417994] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.418051] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.418107] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.418165] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.418222] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.418279] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.418346] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.418406] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.418471] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.418530] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.418604] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.418664] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.418722] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.418779] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.418837] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.418895] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.418955] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-18T20:35:18.419035] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.419095] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.419152] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.419217] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.419277] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.419343] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.419401] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.419457] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.419522] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.419599] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.419660] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.419727] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.419787] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.419845] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.419904] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.419970] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.420030] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.420093] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.420161] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.420221] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.420287] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.420348] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.420429] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.420489] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.420548] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.420626] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.420689] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.420747] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.420806] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.420865] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.420923] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.420981] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.421040] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.421097] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.421156] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.421214] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.421271] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.421338] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.421398] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.421457] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.421515] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.421588] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.421651] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.421727] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.421788] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.421847] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.421916] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.421976] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.422034] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.422097] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.422155] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.422214] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.422271] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.422328] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.422387] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.422445] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.422503] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.422570] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.422654] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.422713] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.422772] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.422831] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.422889] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.422947] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.423005] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.423062] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.423120] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.423177] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.423236] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.423294] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.423352] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.423410] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.423467] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.423524] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.423598] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.423659] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.423717] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.423775] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.423832] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.423898] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.423958] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.424024] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.424091] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.424159] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.424218] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.424287] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.424346] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.424411] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.424478] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.424544] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.424622] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.424681] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.424739] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.424827] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.424887] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.424944] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.425003] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.425074] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.425154] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.425218] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.425276] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.425335] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.425394] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.425450] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.425508] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.425565] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.425644] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.425703] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.425760] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.425818] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.425876] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.425933] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.425990] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.426059] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.426119] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.426177] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.426235] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.426292] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.426350] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.426427] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.426488] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.426544] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.426627] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.426696] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.426755] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.426814] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.426872] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.426929] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.426986] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.427044] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.427100] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.427159] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.427217] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.427274] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.427331] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.427388] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.427446] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.427503] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.427561] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.427637] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.427696] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.427763] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.427824] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.427882] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.427939] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.427998] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.428055] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.428125] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.428186] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.428243] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.428301] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.428358] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.428416] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.428474] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.428534] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.428609] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.428668] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.428726] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.428791] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.428850] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-18T20:35:18.428908] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.428966] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.429039] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.429100] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.429185] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.429244] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.429302] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.429360] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.429419] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.429487] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.429548] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.429627] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-18T20:35:18.429687] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.429745] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.429803] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.429860] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.429919] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.429978] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.430036] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.430098] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.430156] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.430213] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.430271] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.430339] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.430399] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.430456] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.430515] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.430589] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.430650] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.430709] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.430767] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.430824] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.430882] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.430940] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.430998] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.431058] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.431127] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.431185] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.431243] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.431300] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.431358] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.431416] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.431474] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.431532] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.431617] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.431680] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.431738] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.431806] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.431865] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.431922] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.431981] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.432041] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.432101] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.432158] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.432215] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.432273] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.432330] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.432388] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.432445] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.432502] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.432560] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.432647] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-18T20:35:18.432716] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.432782] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.432841] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.432899] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.432957] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.433024] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.433088] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.433146] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.433203] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.433260] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.433316] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.433373] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.433438] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.433515] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.433596] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.433659] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.433717] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.433774] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.433832] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.433901] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.433971] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.434030] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.434087] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.434144] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.434202] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.434259] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.434317] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.434375] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.434441] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.434501] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.434558] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.434636] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.434695] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.434751] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.434808] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.434864] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.434920] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.434986] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.435053] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.435122] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.435189] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.435246] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.435303] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.435360] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.435416] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.435473] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.435529] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.435618] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.435680] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.435738] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.435803] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.435861] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.435918] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.435975] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.436032] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.436090] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.436148] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.436205] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.436262] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.436321] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.436379] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.436436] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.436503] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.436562] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.436646] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.436715] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.436774] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.436833] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.436891] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.436948] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.437005] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.437063] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.437121] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.437179] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.437237] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-18T20:35:18.437303] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.437363] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.437423] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.437480] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.437538] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.437614] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.437673] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.437731] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.437798] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.437875] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.437934] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.438001] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.438068] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.438135] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.438193] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.438251] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.438308] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.438366] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.438425] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.438481] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.438549] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.438629] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.438688] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.438746] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.438804] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.438872] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.438931] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.438988] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.439077] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.439135] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.439193] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.439251] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.439318] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.439377] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.439434] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.439492] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.439551] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.439635] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.439695] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.439754] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.439811] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.439869] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.439927] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.439986] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.440044] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.440110] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.440169] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.440228] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.440285] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.440342] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.440400] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.440466] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.440525] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.440602] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.440663] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.440721] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.440780] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.440846] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.440905] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.440963] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.441020] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.441076] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.441134] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.441193] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.441251] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.441309] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.441366] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.441423] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.441481] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.441538] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.441620] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.441680] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.441738] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.441796] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.441853] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.441911] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.441975] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.442034] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.442104] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.442172] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.442251] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.442310] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.442369] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.442427] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.442485] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.442543] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.442629] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.442691] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.442749] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.442824] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.442884] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.442942] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.443001] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.443058] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.443115] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.443174] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.443231] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.443289] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.443355] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.443415] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.443472] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.443530] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.443608] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.443669] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.443737] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.443805] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.443873] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.443931] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.443990] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.444048] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.444109] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.444167] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.444224] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.444281] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.444339] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.444396] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.444453] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.444510] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.444568] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.444650] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.444709] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.444767] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.444824] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.444882] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.444940] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.444998] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.445069] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.445149] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.445216] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.445273] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.445330] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.445532] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.445607] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.445675] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.445734] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.445791] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.445848] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.445904] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.445961] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.446018] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.446075] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.446132] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.446189] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.446398] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.446456] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.446512] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.446585] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.446648] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.446706] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.446764] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.446823] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.446899] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.446958] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.447015] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.447077] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.447134] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.447201] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.447261] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.447327] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.447386] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.447444] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.447514] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.447598] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.447660] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.447719] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.447804] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.447864] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.447922] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.447978] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.448045] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.448109] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.448167] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.448226] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.448283] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.448340] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.448397] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.448454] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.448511] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.448569] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.448656] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.448713] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.448780] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.448852] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.448911] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.448980] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.449062] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.449120] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.449179] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.449236] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.449295] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.449353] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.449411] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.449469] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.449527] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.449601] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.449661] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.449719] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.449777] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.449841] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.449908] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.449966] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.450024] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.450082] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.450152] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.450212] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.450279] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.450339] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.450397] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.450454] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.450511] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.450569] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.450646] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.450703] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.450761] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.450819] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.450877] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.450936] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.451002] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.451061] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.451118] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.451176] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.451233] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.451310] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.451370] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.451437] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.451496] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.451555] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.451642] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.451704] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.451762] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.451820] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.451877] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.451936] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.451994] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.452053] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.452110] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.452168] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.452226] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.452283] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.452341] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.452398] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.452464] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.452523] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.452599] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.452669] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.452729] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.452794] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.452854] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.452912] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.452970] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.453027] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.453084] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.453141] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.453199] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.453257] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.453315] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.453372] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.453429] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.453487] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.453551] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.453633] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.453693] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.453751] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.453818] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.453877] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.453934] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.453992] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.454049] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.454106] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.454164] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.454222] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.454280] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.454338] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.454396] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.454453] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.454529] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.454607] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.454666] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.454731] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.454798] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.454856] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.454914] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.454971] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.455038] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.455096] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.455154] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.455212] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.455278] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.455336] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.455393] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.455451] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.455508] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.455564] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.455709] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.455772] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.455830] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.455888] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.455946] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.456004] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.456061] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.456118] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.456176] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.456234] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.456292] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.456349] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.456408] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.456465] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.456524] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.456601] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.456663] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.456720] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.456788] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.456848] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.456906] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.456963] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.457021] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.457078] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.457144] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.457203] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.457260] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.457507] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.457563] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.457641] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.457699] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.457755] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.457813] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.457870] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.457935] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.457994] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.458050] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.458105] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.458162] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.458407] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.458464] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.458520] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.458598] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.458660] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.458717] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.458773] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.458829] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.458885] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.458945] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.459029] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.459087] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.459144] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.459346] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.459413] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.459472] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.459530] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.459611] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.459672] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.459729] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.459787] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.459853] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.459912] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.459977] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.460036] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.460095] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.460153] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.460211] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.460268] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.460325] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.460382] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.460439] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.460526] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.460604] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.460665] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.460723] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.460781] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.460838] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.460896] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.460955] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.461013] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.461072] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.461131] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-18T20:35:18.461190] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.461248] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.461473] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.461531] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.461607] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.461668] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.461734] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.461794] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.461852] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.461910] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.461968] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.462025] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.462082] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.462149] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.462207] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.462265] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.462331] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.462391] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.462448] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.462522] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.462602] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.462663] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.462722] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.462790] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.462850] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.462908] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.462966] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.463024] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.463083] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.463141] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.463199] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.463257] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.463315] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.463512] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.463569] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.463648] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.463706] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.463764] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.463821] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.463879] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.463935] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.463992] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.464050] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.464108] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.464165] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.464427] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.464486] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.464543] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.464617] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.464676] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.464732] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.464788] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.464844] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.464901] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.464975] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.465033] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.465098] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.465164] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.465231] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.465289] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.465367] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.465426] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.465485] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.465543] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.465621] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.465691] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.465751] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.465809] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.465867] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.465925] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.465983] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.466041] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.466102] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-18T20:35:18.466161] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.466219] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.466286] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.466533] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.466609] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.466678] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.466746] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.466807] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.466864] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.466921] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.466979] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.467036] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.467099] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-18T20:35:18.467165] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.467224] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.467483] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.467541] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.467622] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.467691] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.467751] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.467807] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.467862] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.467930] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.467996] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.468054] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.468111] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.468167] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.468238] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.468304] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.468361] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.468417] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.468473] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.468529] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.468602] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.468662] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.468719] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.468790] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.468850] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.468915] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.468974] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.469052] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.469122] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.469179] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.469236] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.469292] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.469348] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.469405] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.469470] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.469529] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-18T20:35:18.469605] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.469666] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.469726] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.469785] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.469843] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.469900] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.469959] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.470023] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.470093] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.470184] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.470251] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.470318] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.470385] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.470444] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.470501] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.470559] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.470638] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.470699] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.470758] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.470817] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.470875] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.470933] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.470993] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.471064] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.471145] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.471212] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.471279] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.471337] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.471394] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.471452] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.471511] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.471568] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.471646] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.471704] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.471762] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.471820] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.471888] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.471948] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.472006] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.472069] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.472127] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.472184] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.472242] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.472438] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.472495] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.472552] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.472633] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.472693] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.472754] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.472828] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.472888] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.472947] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.473004] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.473064] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.473127] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.473185] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.473442] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.473500] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.473557] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.473642] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.473710] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.473771] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.473828] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.473885] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.473941] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.473997] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.474061] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.474127] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.474185] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.474241] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.474297] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.474352] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.474409] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.474466] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.474523] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.474595] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.474656] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.474713] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.474769] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.474825] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.474901] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.474960] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.475018] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.475074] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.475130] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.475187] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.475245] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.475505] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.475565] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.475643] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.475703] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.475761] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.475819] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.475876] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.475934] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.476002] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.476061] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.476124] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.476182] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.476239] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.476483] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.476540] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.476618] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.476678] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.476737] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.476796] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.476854] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.476922] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.476982] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-18T20:35:18.477047] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.477118] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.477189] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.477265] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.477325] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.477383] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.477442] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.477501] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.477558] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.477827] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.477895] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.477955] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.478013] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.478071] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.478128] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.478186] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.478251] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.478311] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.478370] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.478428] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.478486] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.478553] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.478632] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.478692] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-18T20:35:18.478750] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.478820] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.478881] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.478939] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.479012] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.479099] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.479173] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.479241] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.479300] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.479358] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.479415] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.479473] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.479531] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.479605] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.479666] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.479724] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.479782] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.479840] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.479916] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.479975] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.480044] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.480104] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.480162] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.480220] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.480278] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.480336] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.480395] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.480452] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.480510] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.480567] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.480654] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.480713] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.480772] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.480829] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.480886] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.480944] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.481001] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.481072] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.481155] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.481222] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.481279] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.481337] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.481396] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.481455] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.481523] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.481602] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.481672] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.481749] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.481809] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.481867] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.481924] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.481982] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.482040] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.482098] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.482155] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.482212] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.482270] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.482327] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.482384] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.482441] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.482498] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.482556] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.482638] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.482697] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.482755] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.482812] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.482870] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.482937] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.483006] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.483076] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.483149] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.483218] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.483278] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.483338] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-18T20:35:18.483397] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.483456] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.483515] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.483589] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.483651] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.483711] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.483770] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.483828] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.483887] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.483946] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.484004] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.484062] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.484120] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.484188] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.484400] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.484477] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.484536] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.484614] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.484675] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.484736] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.484804] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.484865] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.484924] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.484983] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.485044] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.485108] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.485176] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.485237] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.485296] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.485505] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.485564] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.485643] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.485711] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.485771] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.485830] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.485890] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.485948] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.486007] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.486065] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.486124] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.486182] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.486242] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.486301] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.486535] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.486614] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.486674] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.486734] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.486792] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.486851] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.486917] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.486977] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.487044] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.487103] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.487163] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.487415] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.487472] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.487538] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.487621] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.487682] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.487739] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.487797] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.487855] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.487933] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.487994] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.488060] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.488120] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.488181] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-18T20:35:18.488240] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.488298] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.488626] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.488706] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.488766] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.488825] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.488883] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.488941] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.489015] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.489090] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.489157] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.489217] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.489283] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.489340] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.489397] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.489452] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.489508] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.489564] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.489647] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.489725] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.489784] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.489841] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.489897] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.489954] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.490011] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.490074] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.490145] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.490216] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.490275] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.490332] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.490391] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.490449] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.490507] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.490591] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.490653] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.490711] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.490776] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.490836] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.490895] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.490953] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.491013] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.491115] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.491187] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.491246] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.491303] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.491361] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.491427] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.491486] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.491544] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.491629] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.491691] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.491749] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.491806] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.491864] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.491922] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.491979] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.492046] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.492110] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.492168] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.492226] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.492283] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.492341] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.492614] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.492673] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.492730] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.492796] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.492853] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.492911] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.492969] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.493037] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.493100] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.493158] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.493216] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.493277] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.493335] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.493394] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.493459] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.493525] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.493601] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.493670] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.493729] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.493787] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.493845] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.493903] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.493961] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.494018] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.494077] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.494146] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.494205] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.494263] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.494337] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.494396] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.494453] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.494512] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.494586] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.494649] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.494716] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.494776] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.494834] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.494892] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.494950] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.495008] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.495070] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.495129] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.495188] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.495245] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.495313] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.495372] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.495430] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.495488] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.495546] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.495623] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.495683] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.495749] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.495809] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.495867] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.495933] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.496000] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.496068] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.496128] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.496186] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.496427] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.496485] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.496542] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.496624] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.496684] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.496740] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.496797] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.496855] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.496912] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.496969] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.497026] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.497083] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.497139] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.497195] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.497260] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.497319] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.497378] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.497436] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.497493] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.497551] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.497629] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.497696] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.497763] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.497831] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.497890] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.497947] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.498005] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.498062] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.498120] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.498178] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.498235] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.498293] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.498350] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.498409] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.498474] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.498533] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.498607] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.498667] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.498724] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.498781] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.498858] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.498917] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.498975] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.499054] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.499121] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.499188] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.499256] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.499317] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.499384] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.499451] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.499519] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.499594] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.499657] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.499716] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.499773] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.499832] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-18T20:35:18.499891] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.499949] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.500006] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.500064] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.500127] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.500185] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.500243] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.500300] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.500542] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.500617] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-18T20:35:18.500677] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.500736] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.500793] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.500851] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.500909] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.500967] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.501032] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.501095] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.501153] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.501211] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.501458] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.501516] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.501593] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.501654] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.501711] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.501767] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.501833] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.501892] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.501949] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.502004] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.502061] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.502124] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.502182] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.502239] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.502483] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.502539] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.502613] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.502671] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.502737] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.502796] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.502853] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.502912] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.502970] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.503028] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.503086] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.503144] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.503391] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.503449] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.503506] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.503564] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.503640] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.503699] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.503757] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.503814] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.503873] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.503957] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.504017] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.504075] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.504143] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.504203] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.504261] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.504318] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.504377] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.504436] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.504494] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.504552] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.504640] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.504700] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.504758] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.504816] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.504873] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.504931] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.504989] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.505047] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-18T20:35:18.505110] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.505168] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.505227] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.505289] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.505347] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.505405] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.505462] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.505523] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.505605] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.505668] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.505735] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.505795] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.505852] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.505909] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.505967] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.506024] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.506088] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.506147] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.506205] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.506273] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.506331] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.506388] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.506446] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.506503] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.506774] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.506834] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.506891] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.506950] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.507008] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.507067] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.507124] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.507188] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.507247] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.507456] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.507513] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.507588] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.507649] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.507707] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.507765] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.507822] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.507878] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.507935] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.508002] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.508073] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.508132] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.508189] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.508246] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.508302] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.508547] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.508631] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.508691] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.508748] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.508824] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.508881] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.508937] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.509005] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.509066] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.509130] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.509188] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.509245] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.509302] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.509358] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.509416] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.509484] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.509542] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-18T20:35:18.509618] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.509686] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.509745] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.509802] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.509859] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.509924] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.509982] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.510039] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.510101] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.510157] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.510213] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.510269] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.510325] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.510381] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.510439] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.510495] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.510566] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.510645] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.510703] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.510769] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.510829] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.510887] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.510944] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.511002] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.511058] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.511117] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.511174] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.511231] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.511288] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.511345] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.511410] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.511468] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.511528] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.511608] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.511670] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.511729] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.511787] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.511844] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.511902] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.511961] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.512019] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.512079] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.512137] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.512194] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.512251] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.512315] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.512373] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.512431] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.512488] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.512546] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.512622] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.512693] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.512754] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-18T20:35:18.512812] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.512871] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.512929] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.512986] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.513044] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.513124] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.513183] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.513241] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.513298] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.513356] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.513412] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.513468] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.513525] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.513609] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.513671] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.513735] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.513802] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.513862] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.513918] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.513992] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.514058] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.514117] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.514173] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.514230] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.514287] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.514344] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.514401] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.514458] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.514514] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.514587] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.514649] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.514706] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.514763] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.514820] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.514876] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.514932] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.514989] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.515046] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.515103] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.515160] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.515215] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.515272] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.515328] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.515384] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.515440] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.515506] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.515570] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.515651] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.515708] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.515765] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.515831] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.515890] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.515947] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.516012] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.516072] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.516130] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.516189] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.516246] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.516304] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.516371] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.516432] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.516490] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.516556] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.516635] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-18T20:35:18.516693] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.516750] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.516808] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.516865] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.516923] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.516990] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.517049] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.517113] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.517173] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.517231] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.517289] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.517346] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.517422] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-18T20:35:18.517481] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.517539] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.517625] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.517693] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.517753] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.517811] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.517869] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.517937] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.517996] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.518055] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.518116] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.518174] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.518231] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.518290] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.518356] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.518414] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.518481] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.518550] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.518630] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.518690] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.518748] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.518806] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.518864] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.518921] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.518978] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.519058] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.519120] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.519188] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.519247] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.519474] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.519530] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.519609] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.519669] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.519734] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.519801] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.519859] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.519915] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.519972] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.520028] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.520090] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.520156] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.520213] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.520278] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.520337] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.520393] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.520450] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.520505] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.520562] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.520637] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.520694] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.520751] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.520815] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.520880] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.520938] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.520996] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-18T20:35:18.521053] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.521115] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.521172] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.521229] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.521287] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.521353] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.521419] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.521478] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.521537] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.521612] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.521672] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.521729] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.521787] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.521843] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.521900] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.521976] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.522043] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.522107] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.522164] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.522230] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.522289] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.522478] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.522536] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.522612] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.522672] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.522730] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.522796] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.522857] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.522924] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.522983] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.523042] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.523112] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.523171] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.523229] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.523287] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.523352] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.523411] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.523469] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.523527] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.523603] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.523664] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.523723] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.523781] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.523840] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.523897] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.523964] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.524024] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.524087] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.524144] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.524202] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.524260] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.524327] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.524560] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.524641] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.524700] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.524758] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.524815] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.524872] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.524930] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.524988] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.525046] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.525104] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.525162] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.525228] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.525288] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.525346] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.525404] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.525462] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.525520] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.525594] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.525655] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.525712] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.525770] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.525835] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.525894] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.525961] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.526020] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.526083] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.526141] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.526200] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.526258] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.526507] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.526566] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.526641] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.526700] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.526758] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.526835] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.526894] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.526952] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.527009] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.527067] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.527134] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.527193] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.527442] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.527499] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.527556] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.527634] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.527693] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.527750] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.527807] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.527875] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.527935] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.527992] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.528049] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.528116] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.528184] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.528285] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.528354] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.528415] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.528475] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.528556] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.528647] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.528709] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.528776] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.528838] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.528897] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.528956] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.529040] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.529101] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.529160] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.529230] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.529296] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.529354] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.529413] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.529472] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.529530] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.529611] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.529684] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.529744] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.529801] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.529859] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.529917] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-18T20:35:18.529976] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.530033] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.530096] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.530152] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.530218] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.530284] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.530342] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.530400] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.530463] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.530523] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.530601] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.530664] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.530724] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.530783] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.530841] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.530900] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.530959] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.531026] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.531087] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.531146] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.531212] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.531276] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.531336] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.531397] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.531455] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.531536] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.531616] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.531678] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.531737] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.531807] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.531866] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.531923] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.531981] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.532038] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.532099] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.532157] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.532225] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.532287] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.532345] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.532402] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.532459] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.532517] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.532593] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.532655] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.532711] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.532777] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.532836] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.532893] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.532950] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.533009] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.533065] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.533122] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.533179] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.533260] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.533495] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.533560] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.533652] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.533717] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.533776] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.533834] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.533892] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.533949] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.534006] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.534064] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.534132] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.534196] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.534428] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.534488] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.534557] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.534639] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.534698] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.534757] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.534815] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.534871] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.534928] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.534993] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.535052] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.535111] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.535361] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.535428] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.535490] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.535549] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.535627] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.535689] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.535748] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.535807] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.535868] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.535926] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.535984] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.536044] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.536102] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.536161] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.536220] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.536286] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.536353] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.536419] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.536496] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.536564] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.536657] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.536717] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.536775] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.536832] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.536890] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.536949] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.537009] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.537072] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.537135] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.537193] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.537252] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.537313] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.537373] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.537433] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.537492] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.537551] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.537632] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.537693] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.537753] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.537812] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.537871] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.537931] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-18T20:35:18.537990] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.538060] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.538121] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.538180] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.538239] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.538502] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.538562] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.538639] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.538701] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.538761] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.538821] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.538888] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.538957] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.542649] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-18T20:35:18.542727] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.542795] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.542862] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.542924] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.542985] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.543045] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.543117] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.543179] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.543248] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.543323] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.543383] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.543442] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.543501] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.543567] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.543651] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.543727] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.543793] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.543853] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.543911] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.543968] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.544026] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.544086] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.544156] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.544222] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.544279] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.544337] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.544394] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.544451] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.544527] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.544609] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.544670] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.544728] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.544785] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.544873] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.544931] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.545006] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.545065] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.545133] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.545209] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.545268] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.545327] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.545385] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.545443] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.545500] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.545557] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.545643] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.545710] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.545769] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.545826] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.545891] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.545949] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.546007] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.546064] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.546126] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.546184] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.546251] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.546310] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.546369] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.546626] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.546686] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.546745] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.546802] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.546860] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.546926] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.546985] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.547043] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.547105] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.547162] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.547230] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.547486] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.547543] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.547623] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.547683] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.547748] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.547807] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.547865] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.547923] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.547980] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.548036] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.548094] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.548159] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.548217] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.548273] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.548330] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.548387] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.548443] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.548500] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.548566] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.548647] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.548715] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.548774] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.548839] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.548898] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.548955] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.549038] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.549102] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.549160] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.549219] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.549276] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.549333] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.549390] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.549448] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.549507] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.549584] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.549667] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.549727] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.549786] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.549844] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.549902] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.549961] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.550019] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.550090] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.550168] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.550228] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.550286] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.550345] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.550414] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.550475] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.550541] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.550621] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.550684] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-18T20:35:18.550744] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.550805] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.550864] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.550924] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.550994] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.551057] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.551118] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.551178] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.551237] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.551297] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.551355] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.551414] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.551472] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.551530] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.551619] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.551682] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.551740] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.551797] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.551852] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.551917] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.551976] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.552034] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.552092] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.552149] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.552215] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.552274] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.552332] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.552388] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.552455] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.552532] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.552610] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.552671] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.552730] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.552798] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.552858] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.552916] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.552975] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.553035] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.553094] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.553152] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.553220] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.553280] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.553338] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.553396] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.553462] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.553523] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.553599] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.553662] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.553721] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.553788] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.553860] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.553922] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.553982] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.554051] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.554135] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.554196] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.554255] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.554314] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.554373] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.554440] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.554501] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.554562] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.554642] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.554703] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.554763] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.554823] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.554883] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.554950] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.555009] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.555067] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.555127] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-18T20:35:18.555186] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.555246] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.555306] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.555365] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.555425] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.555484] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.555545] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.555626] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.555687] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.555748] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.555808] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.555867] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.555927] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.555987] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.556047] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.556107] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.556166] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.556225] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.556283] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.556343] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.556402] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.556462] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.556521] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-18T20:35:18.556603] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-18T20:35:18.556666] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.556726] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.556796] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.556857] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.556916] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.556976] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.557034] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.557093] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.557152] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.557212] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.557278] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.557338] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.557397] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.557458] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.557517] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.557593] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.557658] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.557717] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.557775] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.557834] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.557893] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.557953] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.558020] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.558088] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.558147] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.558215] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.558278] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.558336] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-18T20:35:18.558396] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.558454] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.558533] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.558620] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.558693] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.558752] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.558812] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.558871] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.558942] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.559012] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.559075] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.559143] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.559204] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.559263] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.559322] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.559382] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.559441] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.559500] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.559558] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.559662] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.559747] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.559809] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.559870] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.559929] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.559988] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.560048] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.560116] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.560177] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.560238] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.560306] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.560367] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.560425] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.560484] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.560542] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.560626] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.560687] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.560744] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.560803] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.560862] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.560920] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.560988] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.561049] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.561108] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.561177] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.561245] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.561306] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.561365] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.561423] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.561482] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.561541] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.561628] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.561690] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.561749] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.561809] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.561868] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.561927] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.561986] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.562055] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.562133] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.562195] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.562264] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.562325] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.562385] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.562444] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.562504] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.562561] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.562640] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-18T20:35:18.562700] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.562759] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.562828] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.562889] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.562946] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.563003] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.563080] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.563149] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.563210] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.563270] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.563329] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.563388] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.563448] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.563507] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.563586] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.563651] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.563711] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.563771] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.563831] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.563907] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.563971] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.564030] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.564094] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.564165] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.564226] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.564286] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.564345] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.564404] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.564463] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.564530] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.564617] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-18T20:35:18.564679] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.564740] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.564799] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.564858] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.564918] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.564988] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.565048] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.565108] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.565175] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.565236] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.565294] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.565530] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.565613] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.565676] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.565736] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.565793] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.565852] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.565909] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.565966] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.566024] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.566082] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.566140] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.566198] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.566433] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.566490] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.566558] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.566636] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.566695] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.566753] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.566822] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.566882] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.566947] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.567008] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.567067] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.567125] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.567181] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.567246] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.567305] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.567362] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.567420] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.567477] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.567534] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.567615] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.567676] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.567734] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.567791] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.567871] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.567929] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.567988] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.568046] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.568104] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.568164] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-18T20:35:18.568234] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.568476] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.568536] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.568612] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.568683] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.568743] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.568802] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.568861] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.568919] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.568976] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.569086] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.569146] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.569207] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.569421] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.569490] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.569559] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.569645] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.569706] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.569764] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.569832] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.569893] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.569952] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.570027] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.570118] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.570192] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.570251] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.570505] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.570564] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.570660] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.570723] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.570783] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.570842] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.570902] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.570962] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.571030] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.571096] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.571157] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.571217] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.571289] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.571349] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.571410] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.571469] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.571528] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.571608] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-18T20:35:18.571671] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.571741] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.571802] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.571861] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.571921] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.571988] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.572049] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.572114] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.572180] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.572241] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.572300] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.572512] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.572601] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.572666] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.572726] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.572786] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.572861] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.572929] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.572990] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.573052] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.573113] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.573191] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.573250] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.573481] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.573539] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.573617] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.573678] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.573737] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.573795] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.573854] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.573921] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.574005] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.574070] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-18T20:35:18.574131] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.574190] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.574249] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.574307] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.574366] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.574432] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.574494] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.574561] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.574641] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.574703] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.574761] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.574821] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.574880] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.574938] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.574997] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.575056] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.575115] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.575176] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.575235] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.575294] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.575353] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.575422] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.575481] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.575552] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.575637] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.575696] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.575757] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.575816] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.575876] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.575935] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.575994] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.576052] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.576117] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.576176] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.576235] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.576293] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.576352] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.576412] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.576470] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.576530] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.576606] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.576677] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.576739] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.576799] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.576868] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.576929] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.576989] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.577049] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.577112] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.577172] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.577239] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.577307] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.577371] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.577431] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.577489] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.577548] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.577625] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.577685] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.577744] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.577842] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.577904] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.577965] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.578027] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-18T20:35:18.578098] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.578160] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.578222] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.578290] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.578360] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.578422] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.578481] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.578541] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.578630] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.578693] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.578752] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.578812] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.578871] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.578931] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.578991] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.579086] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.579148] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.579209] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.579269] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.579341] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.579402] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.579471] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.579542] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.579630] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.579695] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.579756] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.579817] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.579877] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.579937] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.579997] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.580058] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.580122] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.580182] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.580243] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.580322] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-18T20:35:18.580384] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.580446] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.580507] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.580568] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.580649] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.580710] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.580770] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.580831] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.580891] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.580952] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.581012] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.581082] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.581144] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.581205] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.581265] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.581325] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.581385] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.581454] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.581515] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.581598] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.581663] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.581723] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.581783] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.581843] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.581913] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.581977] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.582038] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.582099] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.582168] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-18T20:35:18.582229] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.582298] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-18T20:35:18.582360] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.582441] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.582502] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.582563] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.582645] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.582706] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.582784] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.582854] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.582915] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.582975] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.583044] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.583104] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.583163] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.583223] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.583282] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-18T20:35:18.583341] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.583401] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.583459] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.583518] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.583593] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.583666] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.583726] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.583786] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.583844] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.583902] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.583959] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.584017] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.584093] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.584154] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.584221] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.584278] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.584526] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.584605] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.584675] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.584734] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.584790] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.584846] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.584911] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.584969] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.585025] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.585086] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.585142] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.585198] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.585434] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.585503] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.585560] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.585635] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.585693] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.585759] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.585825] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.585883] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-18T20:35:18.585948] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.586006] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.586069] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.586127] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.586184] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.586240] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.586296] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.586353] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-18T20:35:18.586409] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.586464] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.586520] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.586599] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.586660] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.586717] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.586776] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.586834] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.586892] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.586958] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.587023] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.587093] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.587164] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.587244] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.587302] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.587360] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.587417] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.587486] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.587553] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.587631] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.587698] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.587758] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.587816] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.587891] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.587950] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.588008] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.588065] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.588123] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.588181] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-18T20:35:18.588239] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.588297] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.588355] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.588412] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.588469] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.588527] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.588610] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.588673] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.588731] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.588788] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.588846] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.588904] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.588962] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.589039] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.589106] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.589174] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.589236] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.589297] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.589355] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.589413] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.589473] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.589532] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.589615] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.589686] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-18T20:35:18.589748] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.589806] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.589873] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-18T20:35:18.589934] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.589993] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.590053] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.590116] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.590176] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-18T20:35:18.590235] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.590312] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.590373] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-18T20:35:18.590433] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-18T20:35:18.590493] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.590551] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.590630] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.590690] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.590750] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.590819] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.590879] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.590948] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.591009] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-18T20:35:18.591070] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.591130] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.591188] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.591248] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-18T20:35:18.591308] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.591367] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.591433] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.591495] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.591553] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.591631] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.591711] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.591774] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-18T20:35:18.591834] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-18T20:35:18.591894] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.591954] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.592023] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-18T20:35:18.592085] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.592146] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-18T20:35:18.592206] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.592266] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.592325] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.592385] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.592446] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-18T20:35:18.592506] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.592566] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.592657] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-18T20:35:18.592726] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.592788] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-18T20:35:18.592848] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.592907] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.592966] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-18T20:35:18.593032] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.593094] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-18T20:35:18.593162] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.593223] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.593283] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-18T20:35:18.593353] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.593413] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-18T20:35:18.593474] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-18T20:35:18.593533] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-18T20:35:18.593618] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-18T20:35:18.593680] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.593741] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-18T20:35:18.593799] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-18T20:35:18.593858] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-18T20:35:18.593919] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.593990] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-18T20:35:18.594050] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-18T20:35:18.594118] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-18T20:35:18.594195] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-18T20:35:18.594257] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-18T20:35:18.596105] [INFO ] [LOCAL     ] Saved consolidated report: 3566 forecasts -> ./output/forecasts/full/2025-12-19.txt
[2025-12-18T20:35:18.596168] [INFO ] [sig       ] [48/48] Successfully generated report for 2025-12-19: 3566 entries
[2025-12-18T20:35:18.596199] [INFO ] [sig       ] ==================================================
[2025-12-18T20:35:18.596226] [INFO ] [sig       ] Report generation complete: 48/48 reports succeeded
[2025-12-18T20:35:19.260040] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-18T20:35:19.260209] [INFO ] [sig       ] Email notification sent
[2025-12-18T20:35:19.260773] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-18T20:35:19.260925] [INFO ] [STATE     ] Last completion updated: 2025-12-18T20:35:19.260828